Robustness Checks

Set up & and prep data

#load packages
require(ggplot2)
require(dplyr)
require(tidyr)
require(readxl)
require(openxlsx)
require(broom)
require(stringr)
library(sjPlot)
library(sjmisc)
library(purrr)
library(lmtest)
library(sandwich)
library(estimatr)
library(stats)
library(tibble)
library(MASS)
library(car)
library(corrplot)
library(tipr)
require(sensemakr)
library(margins)
library(robust)

#load short data frame: case x defendant level
df_short <- readxl::read_excel('../01_preprocessed_data/hidden/full_short.xlsx') %>%
  mutate(punishment_prison_days_conditiional = as.numeric(punishment_prison_days_conditiional),
         case_district_court = relevel(factor(case_district_court), "Oslo tingrett"))#reorder factor for regr. analysis

### FUNCTION: extract_vars ###
# @param cur_fp: filepath to spreadsheet containing variable list
# @param cur_sheet: sheet name containing variable list
#
# returns: vector of variables
extract_vars <- function(cur_fp, cur_sheet){
  cur_df <- readxl::read_excel(cur_fp, sheet = cur_sheet)
  return(cur_df$vars)
}

fp_desc <- '../02_config/config_descriptives.xlsx' #file path for descriptive variables
fp_regr <- '../02_config/config_regression.xlsx' #file path for regression variables

#load variables into vectors
defendant_chars_descriptive <- extract_vars(fp_desc, 'defendant_chars')
judge_chars_descriptive <- extract_vars(fp_desc,'judge_chars')
outcomes_descriptive <- extract_vars(fp_desc, 'outcomes')

defendant_chars_regression <- extract_vars(fp_regr, 'defendant_chars')
judge_chars_regression <- extract_vars(fp_regr,'judge_chars')
outcomes_regression <- extract_vars(fp_regr, 'outcomes')


circs_regression <- openxlsx::read.xlsx('../02_config/aggravating_mitigating_circs.xlsx')$col
sections_regression <- openxlsx::read.xlsx('../02_config/sections.xlsx')$col
sections_descriptive <- sections_regression

#set up output filepath/folder
output_fp <- '../03_results/robustness_checks/'
dir.create(output_fp, showWarnings = F)

#set up dataframe that contains only people who receive prison sentences & logged DV
df_short_prison_only <- df_short %>%
  filter(punishment_prison_days > 0) %>%
  mutate(punishment_prison_days_log = log(punishment_prison_days))

Descriptive Data Tables

#function that computes summary statistics for variable in df
iv_summary_stats <- function(df, variable){
  summary_row <- df %>%
    summarise(var = variable,
      min = min(!!sym(variable), na.rm = T),
      mean = mean(!!sym(variable), na.rm = T),
      median = median(!!sym(variable), na.rm = T),
      max = max(!!sym(variable), na.rm = T),
      sd = sd(!!sym(variable), na.rm = T),
      NA_count = sum(is.na(!!sym(variable))))
  return(summary_row)
}

#compute summary statistics for judge and defendant characteristics as well as punishment variables
summary_df_ivs_dvs <- map_df(c(judge_chars_regression, defendant_chars_regression, outcomes_regression), ~ iv_summary_stats(df_short, .x))

#save summary stats
write.csv(summary_df_ivs_dvs, paste0(output_fp, 'summary_ivs_dvs.csv'))

#function that computes summary stats for sections, including typical prison sentences
section_summary_stats <- function(df, variable){
  summary_row <- df %>%
    filter(!!sym(variable) == 1) %>%
    summarise(
      section = variable,
      count = n(),
      min_prison_time = min(punishment_prison_days, na.rm = T),
      mean_prison_time = mean(punishment_prison_days, na.rm = T),
      median_prison_time = median(punishment_prison_days, na.rm = T),
      max_prison_time = max(punishment_prison_days, na.rm = T),
      sd_prison_time = sd(punishment_prison_days, na.rm = T),
      share_prison_time = sum(punishment_prison_days > 0, na.rm = T)/count
    )
}
#compute summary statistics for all sections in our dataset
summary_df_sections <- map_df(sections_regression, ~ section_summary_stats(df_short, .x))

#save
write.csv(summary_df_sections, paste0(output_fp, 'summary_sections.csv'))

Negative binomial models

mean(df_short$punishment_prison_days, na.rm = T)

## [1] 88.79297

var(df_short$punishment_prison_days, na.rm = T)

## [1] 55706

Mean is much lower than variance: over-dispersion is present!

#basic model to check main effects for judges and defendants
fr <- paste0('punishment_prison_days ~ ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression), collapse = ' + '))

#use full dataset because the reason for using negative binomial model is to deal with the over-dispersion of zeroes from defendants who weren't convicted for any prison time
fit_basic <- glm.nb(formula = as.formula(fr), data = df_short) 
#convert model to tidy df structure and save 
fit_basic_df <- fit_basic %>%
  tidy() %>%
  mutate(sig_level = case_when(p.value < 0.01 ~ '***',
                               p.value < 0.05 ~ '**',
                               p.value < 0.1 ~ '*',
                               .default = 'not sig.'))
write.csv(fit_basic_df, paste0(output_fp, 'nbreg_basic.csv'))


#interaction model to check interaction between defendant gender and migration background
fr_gender_migr_brackground <- paste0('punishment_prison_days ~ defendant_is_woman * defendant_some_foreign_background + ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression), collapse = ' + '))

fit_gender_migr_background<- glm.nb(formula = as.formula(fr_gender_migr_brackground), data = df_short)
fit_gender_migr_background_df <- fit_gender_migr_background %>%
  tidy() %>%
  mutate(sig_level = case_when(p.value < 0.01 ~ '***',
                               p.value < 0.05 ~ '**',
                               p.value < 0.1 ~ '*',
                               .default = 'not sig.'))
write.csv(fit_gender_migr_background_df, paste0(output_fp, 'nbreg_gender_migr_background.csv'))

#interaction model to check interaction between judge age and defendant migration background
fr_judge_age_migr_brackground <- paste0('punishment_prison_days ~ judge_age * defendant_some_foreign_background + ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression), collapse = ' + '))

fit_judge_age_migr_background<- glm.nb(formula = as.formula(fr_judge_age_migr_brackground), data = df_short)
fit_judge_age_migr_background_df <- fit_judge_age_migr_background %>%
  tidy() %>%
  mutate(sig_level = case_when(p.value < 0.01 ~ '***',
                               p.value < 0.05 ~ '**',
                               p.value < 0.1 ~ '*',
                               .default = 'not sig.'))
write.csv(fit_judge_age_migr_background_df, paste0(output_fp, 'nbreg_judge_age_migr_background.csv'))

Interpretation: each unit increase in IV is associated with beta1 log units in DV.

VIF

#calculate correlation matrix
cor_matrix <- cor(df_short[c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression)], use = "complete.obs")

#compute VIF for main model
fit_basic_ols <- lm(fr, data = df_short)
vif <- vif(fit_basic_ols)

vif

##                                                                                        defendant_age 
##                                                                                             1.222479 
##                                                                                   defendant_is_woman 
##                                                                                             1.058412 
##                                                                    defendant_some_foreign_background 
##                                                                                             1.229296 
##                                                                             defendant_log_net_income 
##                                                                                             1.139086 
##                                                                                     case_is_not_oslo 
##                                                                                             1.186670 
##                                                                                 defendant_is_married 
##                                                                                             1.133931 
##                                                                                            judge_age 
##                                                                                             1.409184 
##                                                                                       judge_is_woman 
##                                                                                             1.059169 
##                                                                        judge_some_foreign_background 
##                                                                                             1.039519 
##                                                                                 judge_log_net_income 
##                                                                                             1.242710 
##                                                                                     judge_is_married 
##                                                                                             1.178426 
##                                              convicted_stay_of_execution_.conditional_imprisonment_. 
##                                                                                             1.044772 
##                                                                              convicted_bodily_injury 
##                                                                                             1.306418 
##                                                                               convicted_drug_offense 
##                                                                                             1.362143 
##                                                           convicted_illegal_arming_in_a_public_place 
##                                                                                             1.312057 
##                                                                              convicted_participation 
##                                                                                             1.253160 
##                                                                                   convicted_courtesy 
##                                                                                             1.132720 
##                                                         convicted_general_violation_of_traffic_act_1 
##                                                                                             4.274269 
##                                         convicted_drinking_within_six_hours_of_traffic_investigation 
##                                                                                             2.990055 
##                                                    convicted_acquisition_possession_and_use_of_drugs 
##                                                                                            26.898898 
##                                                      convicted_section_24_of_the_medicines_act_other 
##                                                                                            26.825604 
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 
##                                                                                             1.222484 
##                                                                   convicted_road_traffic_act_other_1 
##                                                                                            22.279648 
##                                                              convicted_violating_traffic_signage_act 
##                                                                                            22.072008 
##                                                    convicted_temporary_suspension_of_driving_lisence 
##                                                                                             1.801617 
##                                                                        convicted_assault_and_battery 
##                                                                                             1.379581 
##                                                                          convicted_reckless_behavior 
##                                                                                             1.132228 
##                    convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint 
##                                                                                             1.216856 
##                                                                                     convicted_damage 
##                                                                                             1.200833 
##                                                                                    convicted_threats 
##                                                                                             1.241524 
##                                                                       convicted_grievous_bodily_harm 
##                                                                                             1.161413 
##                                                                       convicted_serious_drug_offense 
##                                                                                             1.224351 
##                                                                         convicted_aggravated_assault 
##                                                                                             1.120748 
##                                                          convicted_intention_of_committing_an_offens 
##                                                                                             1.085710 
##                                                                                      convicted_theft 
##                                                                                             2.013469 
##                                                                   convicted_road_traffic_act_other_5 
##                                                                                             1.201698 
##                                                              convicted_violating_basic_traffic_rules 
##                                                                                             1.236932 
##                                                convicted_loss_of_the_right_to_drive_a_motor_vehicle. 
##                                                                                             1.154857 
##                                                           convicted_obstruction_of_a_public_official 
##                                                                                             1.201187 
##                                                                           convicted_aggravated_theft 
##                                                                                             1.383507 
##                                                                                      convicted_fraud 
##                                                                                             2.406969 
##                                                                        convicted_judgment_in_arrears 
##                                                                                             1.050262 
##                                                               convicted_abuse_in_close_relationships 
##                                                                                             1.081171 
##             convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official 
##                                                                                             1.432520 
##                                                                    convicted_violation_of_police_act 
##                                                                                             1.177058 
##                                                                              convicted_serious_fraud 
##                                                                                             1.648182 
##                                                                         convicted_disorderly_conduct 
##                                                                                             1.219721 
##                                                                                convicted_minor_theft 
##                                                                                             1.391018 
##                                                                 convicted_unauthorized_entry_or_stay 
##                                                                                             1.218590 
##                                                                convicted_theft_of_motor_vehicles_etc 
##                                                                                             1.175021 
##                                                                   convicted_road_traffic_act_other_4 
##                                                                                             1.089898 
##                                                                      convicted_incorrect_explanation 
##                                                                                             2.351639 
##                                                                           convicted_document_forgery 
##                                                                                             1.067676 
##                                                       convicted_breach_of_the_duty_of_identification 
##                                                                                             1.137795 
##                                                                        convicted_violation_in_prison 
##                                                                                             1.042586 
##                                                                         group1_mitigating_confession 
##                                                                                             1.178298 
##                                                                             group1_aggravating_other 
##                                                                                             1.123243 
##                                                                  group1_aggravating_repeated_offense 
##                                                                                             1.161747 
##                                                                           group1_aggravating_driving 
##                                                                                             1.708303 
##                                                                    group1_mitigating_processing_time 
##                                                                                             1.113241 
##                                                                       group1_aggravating_life_health 
##                                                                                             1.261143 
##                                                                              group1_mitigating_other 
##                                                                                             1.035579 
##                                                                            group1_aggravating_victim 
##                                                                                             1.347301 
##                                                                           group1_aggravating_threats 
##                                                                                             1.279233 
##                                                                             group1_aggravating_place 
##                                                                                             1.267283 
##                                                                            group1_aggravating_severe 
##                                                                                             1.159741 
##                                                                      group1_aggravating_preventative 
##                                                                                             1.087771 
##                                                                         group1_aggravating_violation 
##                                                                                             1.203078 
##                                                                group1_aggravating_cumulative_offense 
##                                                                                             1.063440 
##                                                                          group1_aggravating_children 
##                                                                                             1.117673 
##                                                                             group1_aggravating_drugs 
##                                                                                             1.163238 
##                                                                             group1_mitigating_burden 
##                                                                                             1.072365 
##                                                                              group1_mitigating_cause 
##                                                                                             1.148530 
##                                                                            group1_aggravating_object 
##                                                                                             1.186814 
##                                                           group1_mitigating_potential_rehabilitation 
##                                                                                             1.052893 
##                                                                              group1_mitigating_minor 
##                                                                                             1.067410

A few variables exhibit high degrees of multicollinearity. Specifically, ‘convicted_acquisition_possession_and_use_of_drugs’ and ‘convicted_section_24_of_the_medicines_act_other’ as well as ‘convicted_road_traffic_act_other_1’ and ‘convicted_violating_traffic_signage_act’ are highly correlated. Since none of these variables are explanatory variables of interest, multicollinearity should be of no concern!

Sensitivity to confounding bias

Note: I chose to use vanilla OLS standard errors for these sensitivity tests because they were generally (and somewhat surprisingly) larger than clustered standard errors.

#Independent variables for which to conduct sensitivity analysis
senstivity_df <- data.frame(treatments_to_analyze = c('defendant_is_woman', 'defendant_log_net_income', 'defendant_age', 'judge_age'))

#function to identify variable most correlated in absolute terms with target_var except target_var itself
find_most_correlated_var <- function(cor_matrix, target_var){
  diag(cor_matrix) <- NA
  cor_matrix <- abs(cor_matrix)
  return(names(which.max(cor_matrix[target_var,])))
}

#for each of the IVs of interest identify the circ variable it is most correlated with
senstivity_df$benchmark <- map(senstivity_df$treatments_to_analyze, ~ find_most_correlated_var(cor_matrix[,circs_regression], .x))

#restrict data set to cases that resulted in prison time and add logged prison days variable
data_restricted <- df_short %>%
  filter(punishment_prison_days > 0) %>%
  mutate(punishment_prison_days_logged = log(punishment_prison_days))

#run additional model, analogous to 'reportable_figures.Rmd': prison days only and logged prison days variable
fr_logged <- paste0('punishment_prison_days_logged ~ ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression), collapse = ' + '))
fit_restricted_ols <- lm(formula = fr, data = data_restricted)
fit_restricted_ols_logged <- lm(formula = fr_logged, data = data_restricted)

#dataframe that maps each IV to the three models
senstivity_df_expanded <- expand_grid(senstivity_df, model = c('fit_basic_ols', 'fit_restricted_ols', 'fit_restricted_ols_logged')) %>%
  mutate(benchmark = as.character(benchmark))

#function to run sensemaker sensitivity analyses on 'treatment' in 'model' relative to 'benchmark'
sensitivity_analysis <- function(model, treatment, benchmark){
  se <- summary(model)$coefficients[, "Std. Error"]  
  model_sensitivity <- sensemakr(model = model,
                                 treatment = treatment,
                                 benchmark_covariates = benchmark,
                                 alpha = 0.05,
                                 q = 1,
                                 kd = 1:3, 
                                 se = se)
  print(model_sensitivity)
  plot(model_sensitivity) #effect size sensitivity
  plot(model_sensitivity, sensitivity.of = 't-value') #significance sensitivity
  plot(model_sensitivity, type = 'extreme') #sensitivity to a confounder that explains all of the remaining variance in the DV
}


#run sensitivity tests for each IV of interest and each model
for(i in 1:nrow(senstivity_df_expanded)){
  cur_row <- senstivity_df_expanded[i,]
  print(paste0('Analyzing ', cur_row$treatments_to_analyze[1], ' in ', cur_row$model[1], ' for OVB using ', cur_row$benchmark[1], ' as a benchmark'))
  sensitivity_analysis(get(cur_row$model[1]), cur_row$treatments_to_analyze[1], cur_row$benchmark[1])
}

## [1] "Analyzing defendant_is_woman in fit_basic_ols for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' defendant_is_woman ':
##   Coef. estimate: -25.06623 
##   Standard Error: 10.0138 
##   t-value: -2.50317 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00168 
##   Robustness Value, q = 1 : 0.04021 
##   Robustness Value, q = 1 alpha = 0.05 : 0.00885 
## 
## For more information, check summary.

## [1] "Analyzing defendant_is_woman in fit_restricted_ols for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' defendant_is_woman ':
##   Coef. estimate: -23.64416 
##   Standard Error: 12.02863 
##   t-value: -1.96566 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00132 
##   Robustness Value, q = 1 : 0.03567 
##   Robustness Value, q = 1 alpha = 0.05 : 8e-05 
## 
## For more information, check summary.

## [1] "Analyzing defendant_is_woman in fit_restricted_ols_logged for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days_logged ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' defendant_is_woman ':
##   Coef. estimate: -0.091 
##   Standard Error: 0.04242 
##   t-value: -2.14519 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00157 
##   Robustness Value, q = 1 : 0.03887 
##   Robustness Value, q = 1 alpha = 0.05 : 0.0034 
## 
## For more information, check summary.

## [1] "Analyzing defendant_log_net_income in fit_basic_ols for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' defendant_log_net_income ':
##   Coef. estimate: -3.02943 
##   Standard Error: 0.81571 
##   t-value: -3.71385 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00369 
##   Robustness Value, q = 1 : 0.05907 
##   Robustness Value, q = 1 alpha = 0.05 : 0.02833 
## 
## For more information, check summary.

## [1] "Analyzing defendant_log_net_income in fit_restricted_ols for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' defendant_log_net_income ':
##   Coef. estimate: -3.58695 
##   Standard Error: 0.97022 
##   t-value: -3.69703 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00465 
##   Robustness Value, q = 1 : 0.06603 
##   Robustness Value, q = 1 alpha = 0.05 : 0.03157 
## 
## For more information, check summary.

## [1] "Analyzing defendant_log_net_income in fit_restricted_ols_logged for OVB using group1_aggravating_repeated_offense as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days_logged ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' defendant_log_net_income ':
##   Coef. estimate: -0.0109 
##   Standard Error: 0.00342 
##   t-value: -3.1855 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00345 
##   Robustness Value, q = 1 : 0.05716 
##   Robustness Value, q = 1 alpha = 0.05 : 0.02237 
## 
## For more information, check summary.

## [1] "Analyzing defendant_age in fit_basic_ols for OVB using group1_aggravating_place as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' defendant_age ':
##   Coef. estimate: 0.96763 
##   Standard Error: 0.29824 
##   t-value: 3.2445 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00282 
##   Robustness Value, q = 1 : 0.0518 
##   Robustness Value, q = 1 alpha = 0.05 : 0.02083 
## 
## For more information, check summary.

## [1] "Analyzing defendant_age in fit_restricted_ols for OVB using group1_aggravating_place as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' defendant_age ':
##   Coef. estimate: 0.97482 
##   Standard Error: 0.35245 
##   t-value: 2.76582 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00261 
##   Robustness Value, q = 1 : 0.04982 
##   Robustness Value, q = 1 alpha = 0.05 : 0.01476 
## 
## For more information, check summary.

## [1] "Analyzing defendant_age in fit_restricted_ols_logged for OVB using group1_aggravating_place as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days_logged ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' defendant_age ':
##   Coef. estimate: 0.00332 
##   Standard Error: 0.00124 
##   t-value: 2.67424 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00244 
##   Robustness Value, q = 1 : 0.04822 
##   Robustness Value, q = 1 alpha = 0.05 : 0.01309 
## 
## For more information, check summary.

## [1] "Analyzing judge_age in fit_basic_ols for OVB using group1_mitigating_confession as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' judge_age ':
##   Coef. estimate: 1.2419 
##   Standard Error: 0.31401 
##   t-value: 3.95495 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00419 
##   Robustness Value, q = 1 : 0.06278 
##   Robustness Value, q = 1 alpha = 0.05 : 0.03216 
## 
## For more information, check summary.

## [1] "Analyzing judge_age in fit_restricted_ols for OVB using group1_mitigating_confession as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' judge_age ':
##   Coef. estimate: 1.68555 
##   Standard Error: 0.37189 
##   t-value: 4.53242 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00697 
##   Robustness Value, q = 1 : 0.08033 
##   Robustness Value, q = 1 alpha = 0.05 : 0.0464 
## 
## For more information, check summary.

## [1] "Analyzing judge_age in fit_restricted_ols_logged for OVB using group1_mitigating_confession as a benchmark"
## Sensitivity Analysis to Unobserved Confounding
## 
## Model Formula: punishment_prison_days_logged ~ defendant_age + defendant_is_woman + 
##     defendant_some_foreign_background + defendant_log_net_income + 
##     case_is_not_oslo + defendant_is_married + judge_age + judge_is_woman + 
##     judge_some_foreign_background + judge_log_net_income + judge_is_married + 
##     convicted_stay_of_execution_.conditional_imprisonment_. + 
##     convicted_bodily_injury + convicted_drug_offense + convicted_illegal_arming_in_a_public_place + 
##     convicted_participation + convicted_courtesy + convicted_general_violation_of_traffic_act_1 + 
##     convicted_drinking_within_six_hours_of_traffic_investigation + 
##     convicted_acquisition_possession_and_use_of_drugs + convicted_section_24_of_the_medicines_act_other + 
##     convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. + 
##     convicted_road_traffic_act_other_1 + convicted_violating_traffic_signage_act + 
##     convicted_temporary_suspension_of_driving_lisence + convicted_assault_and_battery + 
##     convicted_reckless_behavior + convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint + 
##     convicted_damage + convicted_threats + convicted_grievous_bodily_harm + 
##     convicted_serious_drug_offense + convicted_aggravated_assault + 
##     convicted_intention_of_committing_an_offens + convicted_theft + 
##     convicted_road_traffic_act_other_5 + convicted_violating_basic_traffic_rules + 
##     convicted_loss_of_the_right_to_drive_a_motor_vehicle. + convicted_obstruction_of_a_public_official + 
##     convicted_aggravated_theft + convicted_fraud + convicted_judgment_in_arrears + 
##     convicted_abuse_in_close_relationships + convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official + 
##     convicted_violation_of_police_act + convicted_serious_fraud + 
##     convicted_disorderly_conduct + convicted_minor_theft + convicted_unauthorized_entry_or_stay + 
##     convicted_theft_of_motor_vehicles_etc + convicted_road_traffic_act_other_4 + 
##     convicted_incorrect_explanation + convicted_document_forgery + 
##     convicted_breach_of_the_duty_of_identification + convicted_violation_in_prison + 
##     group1_mitigating_confession + group1_aggravating_other + 
##     group1_aggravating_repeated_offense + group1_aggravating_driving + 
##     group1_mitigating_processing_time + group1_aggravating_life_health + 
##     group1_mitigating_other + group1_aggravating_victim + group1_aggravating_threats + 
##     group1_aggravating_place + group1_aggravating_severe + group1_aggravating_preventative + 
##     group1_aggravating_violation + group1_aggravating_cumulative_offense + 
##     group1_aggravating_children + group1_aggravating_drugs + 
##     group1_mitigating_burden + group1_mitigating_cause + group1_aggravating_object + 
##     group1_mitigating_potential_rehabilitation + group1_mitigating_minor
## 
## Null hypothesis: q = 1 and reduce = TRUE 
## 
## Unadjusted Estimates of ' judge_age ':
##   Coef. estimate: 0.00581 
##   Standard Error: 0.00131 
##   t-value: 4.42655 
## 
## Sensitivity Statistics:
##   Partial R2 of treatment with outcome: 0.00665 
##   Robustness Value, q = 1 : 0.07853 
##   Robustness Value, q = 1 alpha = 0.05 : 0.04454 
## 
## For more information, check summary.

Interpretation: I used the aggravating/mitigating circumstance most correlated with the IV as a benchmark. - Partial R2 of treatment with outcome: How much of the variance in the outcome variable is explained by the IV - Robustness Value, q = 1: if an unobserved confounder explains all of the unexplained variance in the DV, how much of the unexplained variance in the IV would it need to explain for its effect to go to zero - Robustness Value, q = 1 alpha = 0.05: if an unobserved confounder explains all of the unexplained variance in the DV, how much of the unexplained variance in the IV would it need to explain for its effect to no longer be significant - First plot: Red line: how much of the unexplained variance in the DV (vertical axis) and IV (horizontal axis) would an unobserved confounder have to explain in order to drive the IV’s effect to zero. Red squares: what would the impact of a confounder like the benchmark confounder be? different squares are multiples of the strength of the observed confounder - Second plot: Red line: how much of the unexplained variance in the DV (vertical axis) and IV (horizontal axis) would an unobserved confounder have to explain in order to drive the IV’s significance away. Red squares: what would the impact of a confounder like the benchmark confounder be? different squares are multiples of the strength of the observed confounder - Third plot: for a confounder that explains all of the unexplained variance of the DV, how much of the unexplained variance of the IV would it need to explain to drive the effect to zero. The three red bars are the effect of the observed benchmark confounder

The plots are in increasing order in terms of restrictiveness. I focus on ‘fit_restricted_ols_logged’ as the main specification of interest (partially because I think it is our best specification, partially because the senstivity estimates are most senstive, and partially because the sensitivity analysis is most easily interpretable visually)

Results All models without logged DVs appear robust in terms of effect size and significance to OVB. But for the logged DV, the results are less clear cut - Defendant gender: Effect size is robust to OVB but significance might fall away if there was OVB. Third plot: gender appears robust to a confounder as strong or slightly stronger than ‘repeated offense’ - Defendant income: Similarly to gender, an unobserved confounder of equal strength to ‘repeated offense’ could endanger the significance of the result - Defendant age is robust to OVB even in terms of its significance. Even an confounder that predicts all of the remaining variance in prison days would need to be substantially stronger than ‘group1_aggravating_place’ to endanger the effect - Judge age: results are robust to OVB in terms of significance and effect size. Even a worst case confounder would need to be substantially stronger than ‘confession’ in order to eliminate the IV’s effect

Binary circs variable

aggravating_circs <- circs_regression[grepl('aggravating', circs_regression)]
mitigating_circs <- circs_regression[grepl('mitigating', circs_regression)]

#set up binary variables for aggravating and mitigating circumstances
df_short <- df_short %>%
  mutate(aggravating_any = as.integer(if_any(all_of(aggravating_circs), ~ .x > 0)),
         mitigating_any = as.integer(if_any(all_of(mitigating_circs), ~ .x > 0)))

df_short_prison_only <- df_short_prison_only %>%
  mutate(aggravating_any = as.integer(if_any(all_of(aggravating_circs), ~ .x > 0)),
         mitigating_any = as.integer(if_any(all_of(mitigating_circs), ~ .x > 0)))

#independent variables
ivs <- paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, 'aggravating_any', 'mitigating_any'), collapse = ' + ')

#run three model types: full dataset, prison only/regular dv, prison only/logged dv
fit_full_dataset <- lm_robust(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short, clusters = judge__id)
summary(fit_full_dataset)

## 
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days ~ ", 
##     ivs)), data = df_short, clusters = judge__id)
## 
## Standard error type:  CR2 
## 
## Coefficients:
##                                                                                                      Estimate
## (Intercept)                                                                                          229.9498
## defendant_age                                                                                          1.0141
## defendant_is_woman                                                                                   -26.4461
## defendant_some_foreign_background                                                                     -3.0024
## defendant_log_net_income                                                                              -2.9028
## case_is_not_oslo                                                                                       7.5143
## defendant_is_married                                                                                  12.4812
## judge_age                                                                                              1.2444
## judge_is_woman                                                                                        -0.6747
## judge_some_foreign_background                                                                        -20.6840
## judge_log_net_income                                                                                 -16.9268
## judge_is_married                                                                                       6.7041
## convicted_stay_of_execution_.conditional_imprisonment_.                                               -2.2023
## convicted_bodily_injury                                                                               48.7329
## convicted_drug_offense                                                                               -25.0616
## convicted_illegal_arming_in_a_public_place                                                            17.8134
## convicted_participation                                                                               29.9149
## convicted_courtesy                                                                                    21.2087
## convicted_general_violation_of_traffic_act_1                                                         -65.8049
## convicted_drinking_within_six_hours_of_traffic_investigation                                          -3.2001
## convicted_acquisition_possession_and_use_of_drugs                                                     92.2692
## convicted_section_24_of_the_medicines_act_other                                                      -90.2245
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  13.2877
## convicted_road_traffic_act_other_1                                                                    11.3829
## convicted_violating_traffic_signage_act                                                              -17.3897
## convicted_temporary_suspension_of_driving_lisence                                                     19.9646
## convicted_assault_and_battery                                                                        -22.0298
## convicted_reckless_behavior                                                                          -12.9651
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     45.0554
## convicted_damage                                                                                       8.2469
## convicted_threats                                                                                     -1.5864
## convicted_grievous_bodily_harm                                                                       272.9053
## convicted_serious_drug_offense                                                                       508.8547
## convicted_aggravated_assault                                                                          20.8759
## convicted_intention_of_committing_an_offens                                                           41.7351
## convicted_theft                                                                                      -25.4389
## convicted_road_traffic_act_other_5                                                                    42.1203
## convicted_violating_basic_traffic_rules                                                                4.5980
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                 -3.5137
## convicted_obstruction_of_a_public_official                                                            -2.0435
## convicted_aggravated_theft                                                                            54.4065
## convicted_fraud                                                                                      -14.7480
## convicted_judgment_in_arrears                                                                         22.5305
## convicted_abuse_in_close_relationships                                                               294.6519
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -37.1232
## convicted_violation_of_police_act                                                                    -10.5873
## convicted_serious_fraud                                                                               64.3469
## convicted_disorderly_conduct                                                                         -31.0712
## convicted_minor_theft                                                                                 10.8662
## convicted_unauthorized_entry_or_stay                                                                  -8.6757
## convicted_theft_of_motor_vehicles_etc                                                                 57.6710
## convicted_road_traffic_act_other_4                                                                    16.6683
## convicted_incorrect_explanation                                                                      -65.2081
## convicted_document_forgery                                                                            51.4590
## convicted_breach_of_the_duty_of_identification                                                         0.4617
## convicted_violation_in_prison                                                                        -73.2683
## aggravating_any                                                                                       28.8627
## mitigating_any                                                                                        14.3329
##                                                                                                      Std. Error
## (Intercept)                                                                                            185.0593
## defendant_age                                                                                            0.2941
## defendant_is_woman                                                                                       7.9681
## defendant_some_foreign_background                                                                       10.4224
## defendant_log_net_income                                                                                 1.3300
## case_is_not_oslo                                                                                        14.9543
## defendant_is_married                                                                                    17.9010
## judge_age                                                                                                0.4126
## judge_is_woman                                                                                           8.1206
## judge_some_foreign_background                                                                           14.6710
## judge_log_net_income                                                                                    14.4945
## judge_is_married                                                                                         9.7584
## convicted_stay_of_execution_.conditional_imprisonment_.                                                 10.7025
## convicted_bodily_injury                                                                                 13.9468
## convicted_drug_offense                                                                                  18.1334
## convicted_illegal_arming_in_a_public_place                                                              11.6519
## convicted_participation                                                                                 31.7462
## convicted_courtesy                                                                                      21.7930
## convicted_general_violation_of_traffic_act_1                                                            14.4280
## convicted_drinking_within_six_hours_of_traffic_investigation                                             7.7142
## convicted_acquisition_possession_and_use_of_drugs                                                       70.4811
## convicted_section_24_of_the_medicines_act_other                                                         71.1144
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.    10.5124
## convicted_road_traffic_act_other_1                                                                      34.4534
## convicted_violating_traffic_signage_act                                                                 34.1800
## convicted_temporary_suspension_of_driving_lisence                                                        5.8796
## convicted_assault_and_battery                                                                           10.9456
## convicted_reckless_behavior                                                                             12.6132
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                       13.0496
## convicted_damage                                                                                        10.3615
## convicted_threats                                                                                        9.7903
## convicted_grievous_bodily_harm                                                                          55.6115
## convicted_serious_drug_offense                                                                          89.7741
## convicted_aggravated_assault                                                                            16.3357
## convicted_intention_of_committing_an_offens                                                             25.6371
## convicted_theft                                                                                         13.1075
## convicted_road_traffic_act_other_5                                                                      15.6309
## convicted_violating_basic_traffic_rules                                                                  8.3779
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                    4.5684
## convicted_obstruction_of_a_public_official                                                               7.6141
## convicted_aggravated_theft                                                                              25.9097
## convicted_fraud                                                                                         14.0756
## convicted_judgment_in_arrears                                                                           49.8690
## convicted_abuse_in_close_relationships                                                                  45.5326
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                10.0328
## convicted_violation_of_police_act                                                                       13.2204
## convicted_serious_fraud                                                                                 19.9570
## convicted_disorderly_conduct                                                                             8.9753
## convicted_minor_theft                                                                                   15.8817
## convicted_unauthorized_entry_or_stay                                                                    17.4143
## convicted_theft_of_motor_vehicles_etc                                                                   27.1610
## convicted_road_traffic_act_other_4                                                                      16.4219
## convicted_incorrect_explanation                                                                         18.5971
## convicted_document_forgery                                                                              18.0782
## convicted_breach_of_the_duty_of_identification                                                          11.3405
## convicted_violation_in_prison                                                                           21.8722
## aggravating_any                                                                                         11.6703
## mitigating_any                                                                                           9.9954
##                                                                                                       t value
## (Intercept)                                                                                           1.24257
## defendant_age                                                                                         3.44846
## defendant_is_woman                                                                                   -3.31900
## defendant_some_foreign_background                                                                    -0.28807
## defendant_log_net_income                                                                             -2.18256
## case_is_not_oslo                                                                                      0.50249
## defendant_is_married                                                                                  0.69724
## judge_age                                                                                             3.01619
## judge_is_woman                                                                                       -0.08308
## judge_some_foreign_background                                                                        -1.40986
## judge_log_net_income                                                                                 -1.16781
## judge_is_married                                                                                      0.68701
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -0.20577
## convicted_bodily_injury                                                                               3.49420
## convicted_drug_offense                                                                               -1.38207
## convicted_illegal_arming_in_a_public_place                                                            1.52881
## convicted_participation                                                                               0.94231
## convicted_courtesy                                                                                    0.97319
## convicted_general_violation_of_traffic_act_1                                                         -4.56092
## convicted_drinking_within_six_hours_of_traffic_investigation                                         -0.41483
## convicted_acquisition_possession_and_use_of_drugs                                                     1.30913
## convicted_section_24_of_the_medicines_act_other                                                      -1.26872
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  1.26400
## convicted_road_traffic_act_other_1                                                                    0.33039
## convicted_violating_traffic_signage_act                                                              -0.50877
## convicted_temporary_suspension_of_driving_lisence                                                     3.39559
## convicted_assault_and_battery                                                                        -2.01266
## convicted_reckless_behavior                                                                          -1.02790
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     3.45264
## convicted_damage                                                                                      0.79592
## convicted_threats                                                                                    -0.16204
## convicted_grievous_bodily_harm                                                                        4.90736
## convicted_serious_drug_offense                                                                        5.66817
## convicted_aggravated_assault                                                                          1.27793
## convicted_intention_of_committing_an_offens                                                           1.62792
## convicted_theft                                                                                      -1.94079
## convicted_road_traffic_act_other_5                                                                    2.69468
## convicted_violating_basic_traffic_rules                                                               0.54882
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                -0.76912
## convicted_obstruction_of_a_public_official                                                           -0.26839
## convicted_aggravated_theft                                                                            2.09985
## convicted_fraud                                                                                      -1.04777
## convicted_judgment_in_arrears                                                                         0.45179
## convicted_abuse_in_close_relationships                                                                6.47123
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -3.70017
## convicted_violation_of_police_act                                                                    -0.80084
## convicted_serious_fraud                                                                               3.22427
## convicted_disorderly_conduct                                                                         -3.46186
## convicted_minor_theft                                                                                 0.68419
## convicted_unauthorized_entry_or_stay                                                                 -0.49820
## convicted_theft_of_motor_vehicles_etc                                                                 2.12330
## convicted_road_traffic_act_other_4                                                                    1.01501
## convicted_incorrect_explanation                                                                      -3.50635
## convicted_document_forgery                                                                            2.84647
## convicted_breach_of_the_duty_of_identification                                                        0.04071
## convicted_violation_in_prison                                                                        -3.34983
## aggravating_any                                                                                       2.47318
## mitigating_any                                                                                        1.43395
##                                                                                                       Pr(>|t|)
## (Intercept)                                                                                          2.608e-01
## defendant_age                                                                                        6.416e-04
## defendant_is_woman                                                                                   1.039e-03
## defendant_some_foreign_background                                                                    7.735e-01
## defendant_log_net_income                                                                             2.987e-02
## case_is_not_oslo                                                                                     6.162e-01
## defendant_is_married                                                                                 4.865e-01
## judge_age                                                                                            3.499e-03
## judge_is_woman                                                                                       9.338e-01
## judge_some_foreign_background                                                                        1.759e-01
## judge_log_net_income                                                                                 2.958e-01
## judge_is_married                                                                                     4.928e-01
## convicted_stay_of_execution_.conditional_imprisonment_.                                              8.374e-01
## convicted_bodily_injury                                                                              6.162e-04
## convicted_drug_offense                                                                               1.684e-01
## convicted_illegal_arming_in_a_public_place                                                           1.290e-01
## convicted_participation                                                                              3.480e-01
## convicted_courtesy                                                                                   3.339e-01
## convicted_general_violation_of_traffic_act_1                                                         8.695e-06
## convicted_drinking_within_six_hours_of_traffic_investigation                                         6.787e-01
## convicted_acquisition_possession_and_use_of_drugs                                                    2.213e-01
## convicted_section_24_of_the_medicines_act_other                                                      2.331e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 2.072e-01
## convicted_road_traffic_act_other_1                                                                   7.491e-01
## convicted_violating_traffic_signage_act                                                              6.231e-01
## convicted_temporary_suspension_of_driving_lisence                                                    7.846e-04
## convicted_assault_and_battery                                                                        4.521e-02
## convicted_reckless_behavior                                                                          3.068e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    7.885e-04
## convicted_damage                                                                                     4.275e-01
## convicted_threats                                                                                    8.715e-01
## convicted_grievous_bodily_harm                                                                       1.975e-05
## convicted_serious_drug_offense                                                                       2.231e-07
## convicted_aggravated_assault                                                                         2.074e-01
## convicted_intention_of_committing_an_offens                                                          1.104e-01
## convicted_theft                                                                                      5.428e-02
## convicted_road_traffic_act_other_5                                                                   8.272e-03
## convicted_violating_basic_traffic_rules                                                              5.838e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                4.431e-01
## convicted_obstruction_of_a_public_official                                                           7.888e-01
## convicted_aggravated_theft                                                                           3.911e-02
## convicted_fraud                                                                                      2.975e-01
## convicted_judgment_in_arrears                                                                        6.536e-01
## convicted_abuse_in_close_relationships                                                               8.124e-08
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             2.610e-04
## convicted_violation_of_police_act                                                                    4.248e-01
## convicted_serious_fraud                                                                              1.723e-03
## convicted_disorderly_conduct                                                                         7.535e-04
## convicted_minor_theft                                                                                4.954e-01
## convicted_unauthorized_entry_or_stay                                                                 6.198e-01
## convicted_theft_of_motor_vehicles_etc                                                                3.760e-02
## convicted_road_traffic_act_other_4                                                                   3.157e-01
## convicted_incorrect_explanation                                                                      6.642e-04
## convicted_document_forgery                                                                           6.992e-03
## convicted_breach_of_the_duty_of_identification                                                       9.676e-01
## convicted_violation_in_prison                                                                        1.850e-03
## aggravating_any                                                                                      1.388e-02
## mitigating_any                                                                                       1.525e-01
##                                                                                                       CI Lower
## (Intercept)                                                                                          -223.9806
## defendant_age                                                                                           0.4355
## defendant_is_woman                                                                                    -42.1399
## defendant_some_foreign_background                                                                     -23.5070
## defendant_log_net_income                                                                               -5.5205
## case_is_not_oslo                                                                                      -22.0685
## defendant_is_married                                                                                  -22.8180
## judge_age                                                                                               0.4224
## judge_is_woman                                                                                        -16.6483
## judge_some_foreign_background                                                                         -51.5384
## judge_log_net_income                                                                                  -54.2394
## judge_is_married                                                                                      -12.5222
## convicted_stay_of_execution_.conditional_imprisonment_.                                               -23.4366
## convicted_bodily_injury                                                                                21.1879
## convicted_drug_offense                                                                                -60.7988
## convicted_illegal_arming_in_a_public_place                                                             -5.2614
## convicted_participation                                                                               -32.9757
## convicted_courtesy                                                                                    -22.2683
## convicted_general_violation_of_traffic_act_1                                                          -94.2488
## convicted_drinking_within_six_hours_of_traffic_investigation                                          -18.4099
## convicted_acquisition_possession_and_use_of_drugs                                                     -65.9163
## convicted_section_24_of_the_medicines_act_other                                                      -248.5708
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.   -7.3997
## convicted_road_traffic_act_other_1                                                                    -67.2595
## convicted_violating_traffic_signage_act                                                               -94.6405
## convicted_temporary_suspension_of_driving_lisence                                                       8.3905
## convicted_assault_and_battery                                                                         -43.5859
## convicted_reckless_behavior                                                                           -38.0316
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                      19.1947
## convicted_damage                                                                                      -12.2510
## convicted_threats                                                                                     -20.9217
## convicted_grievous_bodily_harm                                                                        160.1366
## convicted_serious_drug_offense                                                                        330.1830
## convicted_aggravated_assault                                                                          -11.9704
## convicted_intention_of_committing_an_offens                                                            -9.8653
## convicted_theft                                                                                       -51.3521
## convicted_road_traffic_act_other_5                                                                     11.1071
## convicted_violating_basic_traffic_rules                                                               -11.9395
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                 -12.5476
## convicted_obstruction_of_a_public_official                                                            -17.0971
## convicted_aggravated_theft                                                                              2.7910
## convicted_fraud                                                                                       -42.7063
## convicted_judgment_in_arrears                                                                         -77.8762
## convicted_abuse_in_close_relationships                                                                202.7797
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official              -56.8756
## convicted_violation_of_police_act                                                                     -36.7652
## convicted_serious_fraud                                                                                24.7361
## convicted_disorderly_conduct                                                                          -48.8492
## convicted_minor_theft                                                                                 -20.6351
## convicted_unauthorized_entry_or_stay                                                                  -43.3776
## convicted_theft_of_motor_vehicles_etc                                                                   3.4111
## convicted_road_traffic_act_other_4                                                                    -16.4390
## convicted_incorrect_explanation                                                                      -102.0731
## convicted_document_forgery                                                                             14.9012
## convicted_breach_of_the_duty_of_identification                                                        -22.1585
## convicted_violation_in_prison                                                                        -117.5621
## aggravating_any                                                                                         5.9075
## mitigating_any                                                                                         -5.3239
##                                                                                                      CI Upper
## (Intercept)                                                                                          683.8802
## defendant_age                                                                                          1.5928
## defendant_is_woman                                                                                   -10.7524
## defendant_some_foreign_background                                                                     17.5023
## defendant_log_net_income                                                                              -0.2851
## case_is_not_oslo                                                                                      37.0972
## defendant_is_married                                                                                  47.7804
## judge_age                                                                                              2.0664
## judge_is_woman                                                                                        15.2989
## judge_some_foreign_background                                                                         10.1703
## judge_log_net_income                                                                                  20.3857
## judge_is_married                                                                                      25.9304
## convicted_stay_of_execution_.conditional_imprisonment_.                                               19.0320
## convicted_bodily_injury                                                                               76.2779
## convicted_drug_offense                                                                                10.6757
## convicted_illegal_arming_in_a_public_place                                                            40.8882
## convicted_participation                                                                               92.8055
## convicted_courtesy                                                                                    64.6858
## convicted_general_violation_of_traffic_act_1                                                         -37.3610
## convicted_drinking_within_six_hours_of_traffic_investigation                                          12.0098
## convicted_acquisition_possession_and_use_of_drugs                                                    250.4546
## convicted_section_24_of_the_medicines_act_other                                                       68.1217
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  33.9751
## convicted_road_traffic_act_other_1                                                                    90.0254
## convicted_violating_traffic_signage_act                                                               59.8611
## convicted_temporary_suspension_of_driving_lisence                                                     31.5387
## convicted_assault_and_battery                                                                         -0.4737
## convicted_reckless_behavior                                                                           12.1014
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     70.9161
## convicted_damage                                                                                      28.7449
## convicted_threats                                                                                     17.7488
## convicted_grievous_bodily_harm                                                                       385.6740
## convicted_serious_drug_offense                                                                       687.5264
## convicted_aggravated_assault                                                                          53.7223
## convicted_intention_of_committing_an_offens                                                           93.3354
## convicted_theft                                                                                        0.4743
## convicted_road_traffic_act_other_5                                                                    73.1334
## convicted_violating_basic_traffic_rules                                                               21.1355
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                  5.5203
## convicted_obstruction_of_a_public_official                                                            13.0101
## convicted_aggravated_theft                                                                           106.0220
## convicted_fraud                                                                                       13.2103
## convicted_judgment_in_arrears                                                                        122.9373
## convicted_abuse_in_close_relationships                                                               386.5242
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -17.3708
## convicted_violation_of_police_act                                                                     15.5905
## convicted_serious_fraud                                                                              103.9577
## convicted_disorderly_conduct                                                                         -13.2932
## convicted_minor_theft                                                                                 42.3674
## convicted_unauthorized_entry_or_stay                                                                  26.0262
## convicted_theft_of_motor_vehicles_etc                                                                111.9310
## convicted_road_traffic_act_other_4                                                                    49.7757
## convicted_incorrect_explanation                                                                      -28.3430
## convicted_document_forgery                                                                            88.0169
## convicted_breach_of_the_duty_of_identification                                                        23.0820
## convicted_violation_in_prison                                                                        -28.9744
## aggravating_any                                                                                       51.8180
## mitigating_any                                                                                        33.9898
##                                                                                                           DF
## (Intercept)                                                                                            5.940
## defendant_age                                                                                        310.774
## defendant_is_woman                                                                                   248.162
## defendant_some_foreign_background                                                                    321.512
## defendant_log_net_income                                                                             289.984
## case_is_not_oslo                                                                                     131.125
## defendant_is_married                                                                                 199.810
## judge_age                                                                                             74.549
## judge_is_woman                                                                                       336.133
## judge_some_foreign_background                                                                         17.745
## judge_log_net_income                                                                                   4.976
## judge_is_married                                                                                     232.228
## convicted_stay_of_execution_.conditional_imprisonment_.                                               99.705
## convicted_bodily_injury                                                                              158.944
## convicted_drug_offense                                                                               220.092
## convicted_illegal_arming_in_a_public_place                                                           117.539
## convicted_participation                                                                              113.734
## convicted_courtesy                                                                                    68.889
## convicted_general_violation_of_traffic_act_1                                                         207.905
## convicted_drinking_within_six_hours_of_traffic_investigation                                         203.984
## convicted_acquisition_possession_and_use_of_drugs                                                      9.493
## convicted_section_24_of_the_medicines_act_other                                                       10.050
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 299.963
## convicted_road_traffic_act_other_1                                                                     8.501
## convicted_violating_traffic_signage_act                                                                9.054
## convicted_temporary_suspension_of_driving_lisence                                                    278.323
## convicted_assault_and_battery                                                                        253.042
## convicted_reckless_behavior                                                                           87.880
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    110.177
## convicted_damage                                                                                     130.698
## convicted_threats                                                                                    159.569
## convicted_grievous_bodily_harm                                                                        36.153
## convicted_serious_drug_offense                                                                        79.550
## convicted_aggravated_assault                                                                          47.929
## convicted_intention_of_committing_an_offens                                                           46.145
## convicted_theft                                                                                      140.609
## convicted_road_traffic_act_other_5                                                                    99.499
## convicted_violating_basic_traffic_rules                                                              170.896
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                136.648
## convicted_obstruction_of_a_public_official                                                           139.882
## convicted_aggravated_theft                                                                            74.928
## convicted_fraud                                                                                       91.288
## convicted_judgment_in_arrears                                                                         45.569
## convicted_abuse_in_close_relationships                                                                42.253
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             270.450
## convicted_violation_of_police_act                                                                    118.915
## convicted_serious_fraud                                                                               96.685
## convicted_disorderly_conduct                                                                         115.219
## convicted_minor_theft                                                                                102.013
## convicted_unauthorized_entry_or_stay                                                                  73.596
## convicted_theft_of_motor_vehicles_etc                                                                 64.028
## convicted_road_traffic_act_other_4                                                                    43.477
## convicted_incorrect_explanation                                                                      107.407
## convicted_document_forgery                                                                            39.296
## convicted_breach_of_the_duty_of_identification                                                        69.597
## convicted_violation_in_prison                                                                         37.591
## aggravating_any                                                                                      339.254
## mitigating_any                                                                                       359.568
## 
## Multiple R-squared:  0.2388 ,    Adjusted R-squared:  0.2272 
## F-statistic: 11.72 on 57 and 584 DF,  p-value: < 2.2e-16

fit_restricted_dataset <- lm_robust(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short_prison_only, clusters = judge__id)
summary(fit_restricted_dataset)

## 
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days ~ ", 
##     ivs)), data = df_short_prison_only, clusters = judge__id)
## 
## Standard error type:  CR2 
## 
## Coefficients:
##                                                                                                      Estimate
## (Intercept)                                                                                           359.709
## defendant_age                                                                                           1.035
## defendant_is_woman                                                                                    -25.193
## defendant_some_foreign_background                                                                      -1.933
## defendant_log_net_income                                                                               -3.490
## case_is_not_oslo                                                                                        6.211
## defendant_is_married                                                                                   11.231
## judge_age                                                                                               1.655
## judge_is_woman                                                                                          0.780
## judge_some_foreign_background                                                                         -28.083
## judge_log_net_income                                                                                  -24.281
## judge_is_married                                                                                        6.707
## convicted_stay_of_execution_.conditional_imprisonment_.                                               -25.186
## convicted_bodily_injury                                                                                33.450
## convicted_drug_offense                                                                                -28.463
## convicted_illegal_arming_in_a_public_place                                                             14.295
## convicted_participation                                                                                11.787
## convicted_courtesy                                                                                     28.040
## convicted_general_violation_of_traffic_act_1                                                          -99.021
## convicted_drinking_within_six_hours_of_traffic_investigation                                           -1.499
## convicted_acquisition_possession_and_use_of_drugs                                                      91.042
## convicted_section_24_of_the_medicines_act_other                                                       -97.804
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.   16.294
## convicted_road_traffic_act_other_1                                                                     35.027
## convicted_violating_traffic_signage_act                                                               -35.039
## convicted_temporary_suspension_of_driving_lisence                                                      17.703
## convicted_assault_and_battery                                                                         -34.753
## convicted_reckless_behavior                                                                            -5.889
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                      34.948
## convicted_damage                                                                                       11.997
## convicted_threats                                                                                      -4.823
## convicted_grievous_bodily_harm                                                                        303.467
## convicted_serious_drug_offense                                                                        667.459
## convicted_aggravated_assault                                                                           20.138
## convicted_intention_of_committing_an_offens                                                            53.817
## convicted_theft                                                                                       -28.357
## convicted_road_traffic_act_other_5                                                                     44.513
## convicted_violating_basic_traffic_rules                                                                10.826
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                  -6.473
## convicted_obstruction_of_a_public_official                                                              2.734
## convicted_aggravated_theft                                                                             71.322
## convicted_fraud                                                                                       -21.282
## convicted_judgment_in_arrears                                                                          12.137
## convicted_abuse_in_close_relationships                                                                318.729
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official              -59.969
## convicted_violation_of_police_act                                                                     -27.491
## convicted_serious_fraud                                                                                94.908
## convicted_disorderly_conduct                                                                          -23.132
## convicted_minor_theft                                                                                  13.552
## convicted_unauthorized_entry_or_stay                                                                   -9.638
## convicted_theft_of_motor_vehicles_etc                                                                 106.514
## convicted_road_traffic_act_other_4                                                                     12.012
## convicted_incorrect_explanation                                                                      -110.585
## convicted_document_forgery                                                                             54.397
## convicted_breach_of_the_duty_of_identification                                                          1.356
## convicted_violation_in_prison                                                                         -84.624
## aggravating_any                                                                                        24.020
## mitigating_any                                                                                         19.490
##                                                                                                      Std. Error
## (Intercept)                                                                                            266.2419
## defendant_age                                                                                            0.3402
## defendant_is_woman                                                                                       8.8973
## defendant_some_foreign_background                                                                       12.0721
## defendant_log_net_income                                                                                 1.5712
## case_is_not_oslo                                                                                        16.5190
## defendant_is_married                                                                                    20.6894
## judge_age                                                                                                0.5282
## judge_is_woman                                                                                           9.5496
## judge_some_foreign_background                                                                           16.5247
## judge_log_net_income                                                                                    20.9355
## judge_is_married                                                                                        11.5941
## convicted_stay_of_execution_.conditional_imprisonment_.                                                 13.0898
## convicted_bodily_injury                                                                                 16.5483
## convicted_drug_offense                                                                                  21.1024
## convicted_illegal_arming_in_a_public_place                                                              15.1743
## convicted_participation                                                                                 35.3415
## convicted_courtesy                                                                                      24.0708
## convicted_general_violation_of_traffic_act_1                                                            18.0778
## convicted_drinking_within_six_hours_of_traffic_investigation                                             8.3835
## convicted_acquisition_possession_and_use_of_drugs                                                       69.8298
## convicted_section_24_of_the_medicines_act_other                                                         70.5224
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.    11.7151
## convicted_road_traffic_act_other_1                                                                      57.2846
## convicted_violating_traffic_signage_act                                                                 57.3750
## convicted_temporary_suspension_of_driving_lisence                                                        6.3939
## convicted_assault_and_battery                                                                           13.5471
## convicted_reckless_behavior                                                                             15.9859
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                       14.9722
## convicted_damage                                                                                        12.8897
## convicted_threats                                                                                       11.0482
## convicted_grievous_bodily_harm                                                                          57.8207
## convicted_serious_drug_offense                                                                         102.5565
## convicted_aggravated_assault                                                                            14.2551
## convicted_intention_of_committing_an_offens                                                             27.6979
## convicted_theft                                                                                         17.1466
## convicted_road_traffic_act_other_5                                                                      20.6248
## convicted_violating_basic_traffic_rules                                                                 10.2564
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                    5.6229
## convicted_obstruction_of_a_public_official                                                              10.3373
## convicted_aggravated_theft                                                                              27.9182
## convicted_fraud                                                                                         18.5206
## convicted_judgment_in_arrears                                                                           53.8438
## convicted_abuse_in_close_relationships                                                                  47.0827
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                12.7119
## convicted_violation_of_police_act                                                                       17.2877
## convicted_serious_fraud                                                                                 23.6638
## convicted_disorderly_conduct                                                                            11.5873
## convicted_minor_theft                                                                                   19.6272
## convicted_unauthorized_entry_or_stay                                                                    18.9277
## convicted_theft_of_motor_vehicles_etc                                                                   26.5370
## convicted_road_traffic_act_other_4                                                                      18.7655
## convicted_incorrect_explanation                                                                         24.0752
## convicted_document_forgery                                                                              23.7619
## convicted_breach_of_the_duty_of_identification                                                          12.7642
## convicted_violation_in_prison                                                                           21.4525
## aggravating_any                                                                                         13.1610
## mitigating_any                                                                                          11.5167
##                                                                                                       t value
## (Intercept)                                                                                           1.35106
## defendant_age                                                                                         3.04220
## defendant_is_woman                                                                                   -2.83152
## defendant_some_foreign_background                                                                    -0.16015
## defendant_log_net_income                                                                             -2.22100
## case_is_not_oslo                                                                                      0.37599
## defendant_is_married                                                                                  0.54282
## judge_age                                                                                             3.13308
## judge_is_woman                                                                                        0.08168
## judge_some_foreign_background                                                                        -1.69947
## judge_log_net_income                                                                                 -1.15979
## judge_is_married                                                                                      0.57846
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -1.92411
## convicted_bodily_injury                                                                               2.02139
## convicted_drug_offense                                                                               -1.34881
## convicted_illegal_arming_in_a_public_place                                                            0.94203
## convicted_participation                                                                               0.33352
## convicted_courtesy                                                                                    1.16488
## convicted_general_violation_of_traffic_act_1                                                         -5.47751
## convicted_drinking_within_six_hours_of_traffic_investigation                                         -0.17881
## convicted_acquisition_possession_and_use_of_drugs                                                     1.30377
## convicted_section_24_of_the_medicines_act_other                                                      -1.38684
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  1.39082
## convicted_road_traffic_act_other_1                                                                    0.61146
## convicted_violating_traffic_signage_act                                                              -0.61071
## convicted_temporary_suspension_of_driving_lisence                                                     2.76879
## convicted_assault_and_battery                                                                        -2.56536
## convicted_reckless_behavior                                                                          -0.36840
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     2.33420
## convicted_damage                                                                                      0.93076
## convicted_threats                                                                                    -0.43655
## convicted_grievous_bodily_harm                                                                        5.24842
## convicted_serious_drug_offense                                                                        6.50821
## convicted_aggravated_assault                                                                          1.41269
## convicted_intention_of_committing_an_offens                                                           1.94300
## convicted_theft                                                                                      -1.65380
## convicted_road_traffic_act_other_5                                                                    2.15824
## convicted_violating_basic_traffic_rules                                                               1.05556
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                -1.15128
## convicted_obstruction_of_a_public_official                                                            0.26443
## convicted_aggravated_theft                                                                            2.55469
## convicted_fraud                                                                                      -1.14909
## convicted_judgment_in_arrears                                                                         0.22542
## convicted_abuse_in_close_relationships                                                                6.76957
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -4.71755
## convicted_violation_of_police_act                                                                    -1.59023
## convicted_serious_fraud                                                                               4.01068
## convicted_disorderly_conduct                                                                         -1.99629
## convicted_minor_theft                                                                                 0.69047
## convicted_unauthorized_entry_or_stay                                                                 -0.50920
## convicted_theft_of_motor_vehicles_etc                                                                 4.01379
## convicted_road_traffic_act_other_4                                                                    0.64013
## convicted_incorrect_explanation                                                                      -4.59330
## convicted_document_forgery                                                                            2.28926
## convicted_breach_of_the_duty_of_identification                                                        0.10621
## convicted_violation_in_prison                                                                        -3.94473
## aggravating_any                                                                                       1.82508
## mitigating_any                                                                                        1.69232
##                                                                                                       Pr(>|t|)
## (Intercept)                                                                                          2.193e-01
## defendant_age                                                                                        2.562e-03
## defendant_is_woman                                                                                   5.075e-03
## defendant_some_foreign_background                                                                    8.729e-01
## defendant_log_net_income                                                                             2.720e-02
## case_is_not_oslo                                                                                     7.076e-01
## defendant_is_married                                                                                 5.879e-01
## judge_age                                                                                            2.451e-03
## judge_is_woman                                                                                       9.350e-01
## judge_some_foreign_background                                                                        1.071e-01
## judge_log_net_income                                                                                 2.911e-01
## judge_is_married                                                                                     5.635e-01
## convicted_stay_of_execution_.conditional_imprisonment_.                                              5.721e-02
## convicted_bodily_injury                                                                              4.506e-02
## convicted_drug_offense                                                                               1.790e-01
## convicted_illegal_arming_in_a_public_place                                                           3.482e-01
## convicted_participation                                                                              7.395e-01
## convicted_courtesy                                                                                   2.491e-01
## convicted_general_violation_of_traffic_act_1                                                         1.350e-07
## convicted_drinking_within_six_hours_of_traffic_investigation                                         8.583e-01
## convicted_acquisition_possession_and_use_of_drugs                                                    2.219e-01
## convicted_section_24_of_the_medicines_act_other                                                      1.944e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 1.654e-01
## convicted_road_traffic_act_other_1                                                                   5.718e-01
## convicted_violating_traffic_signage_act                                                              5.706e-01
## convicted_temporary_suspension_of_driving_lisence                                                    6.018e-03
## convicted_assault_and_battery                                                                        1.094e-02
## convicted_reckless_behavior                                                                          7.136e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    2.158e-02
## convicted_damage                                                                                     3.541e-01
## convicted_threats                                                                                    6.631e-01
## convicted_grievous_bodily_harm                                                                       7.346e-06
## convicted_serious_drug_offense                                                                       1.367e-08
## convicted_aggravated_assault                                                                         1.642e-01
## convicted_intention_of_committing_an_offens                                                          6.008e-02
## convicted_theft                                                                                      1.009e-01
## convicted_road_traffic_act_other_5                                                                   3.362e-02
## convicted_violating_basic_traffic_rules                                                              2.929e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                2.518e-01
## convicted_obstruction_of_a_public_official                                                           7.920e-01
## convicted_aggravated_theft                                                                           1.315e-02
## convicted_fraud                                                                                      2.546e-01
## convicted_judgment_in_arrears                                                                        8.229e-01
## convicted_abuse_in_close_relationships                                                               2.834e-08
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             4.068e-06
## convicted_violation_of_police_act                                                                    1.148e-01
## convicted_serious_fraud                                                                              1.343e-04
## convicted_disorderly_conduct                                                                         4.899e-02
## convicted_minor_theft                                                                                4.917e-01
## convicted_unauthorized_entry_or_stay                                                                 6.123e-01
## convicted_theft_of_motor_vehicles_etc                                                                1.960e-04
## convicted_road_traffic_act_other_4                                                                   5.259e-01
## convicted_incorrect_explanation                                                                      1.704e-05
## convicted_document_forgery                                                                           2.796e-02
## convicted_breach_of_the_duty_of_identification                                                       9.158e-01
## convicted_violation_in_prison                                                                        3.645e-04
## aggravating_any                                                                                      6.895e-02
## mitigating_any                                                                                       9.149e-02
##                                                                                                       CI Lower
## (Intercept)                                                                                          -271.8515
## defendant_age                                                                                           0.3655
## defendant_is_woman                                                                                    -42.7305
## defendant_some_foreign_background                                                                     -25.6919
## defendant_log_net_income                                                                               -6.5833
## case_is_not_oslo                                                                                      -26.4934
## defendant_is_married                                                                                  -29.5904
## judge_age                                                                                               0.6030
## judge_is_woman                                                                                        -18.0075
## judge_some_foreign_background                                                                         -62.9010
## judge_log_net_income                                                                                  -75.7768
## judge_is_married                                                                                      -16.1405
## convicted_stay_of_execution_.conditional_imprisonment_.                                               -51.1590
## convicted_bodily_injury                                                                                 0.7461
## convicted_drug_offense                                                                                -70.0925
## convicted_illegal_arming_in_a_public_place                                                            -15.7743
## convicted_participation                                                                               -58.4325
## convicted_courtesy                                                                                    -20.1906
## convicted_general_violation_of_traffic_act_1                                                         -134.6794
## convicted_drinking_within_six_hours_of_traffic_investigation                                          -18.0440
## convicted_acquisition_possession_and_use_of_drugs                                                     -64.8017
## convicted_section_24_of_the_medicines_act_other                                                      -254.0290
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.   -6.7658
## convicted_road_traffic_act_other_1                                                                   -119.8140
## convicted_violating_traffic_signage_act                                                              -186.9962
## convicted_temporary_suspension_of_driving_lisence                                                       5.1148
## convicted_assault_and_battery                                                                         -61.4447
## convicted_reckless_behavior                                                                           -37.7090
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                       5.2446
## convicted_damage                                                                                      -13.5551
## convicted_threats                                                                                     -26.6584
## convicted_grievous_bodily_harm                                                                        186.1307
## convicted_serious_drug_offense                                                                        462.5618
## convicted_aggravated_assault                                                                           -8.5257
## convicted_intention_of_committing_an_offens                                                            -2.4092
## convicted_theft                                                                                       -62.3220
## convicted_road_traffic_act_other_5                                                                      3.5280
## convicted_violating_basic_traffic_rules                                                                -9.4469
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                 -17.5993
## convicted_obstruction_of_a_public_official                                                            -17.7578
## convicted_aggravated_theft                                                                             15.4913
## convicted_fraud                                                                                       -58.2539
## convicted_judgment_in_arrears                                                                         -96.8591
## convicted_abuse_in_close_relationships                                                                223.7665
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official              -85.0110
## convicted_violation_of_police_act                                                                     -61.7751
## convicted_serious_fraud                                                                                47.8226
## convicted_disorderly_conduct                                                                          -46.1588
## convicted_minor_theft                                                                                 -25.4472
## convicted_unauthorized_entry_or_stay                                                                  -47.4399
## convicted_theft_of_motor_vehicles_etc                                                                  53.2399
## convicted_road_traffic_act_other_4                                                                    -25.9580
## convicted_incorrect_explanation                                                                      -158.5365
## convicted_document_forgery                                                                              6.2256
## convicted_breach_of_the_duty_of_identification                                                        -24.1677
## convicted_violation_in_prison                                                                        -128.1688
## aggravating_any                                                                                        -1.8761
## mitigating_any                                                                                         -3.1617
##                                                                                                      CI Upper
## (Intercept)                                                                                          991.2704
## defendant_age                                                                                          1.7047
## defendant_is_woman                                                                                    -7.6552
## defendant_some_foreign_background                                                                     21.8251
## defendant_log_net_income                                                                              -0.3959
## case_is_not_oslo                                                                                      38.9154
## defendant_is_married                                                                                  52.0516
## judge_age                                                                                              2.7068
## judge_is_woman                                                                                        19.5676
## judge_some_foreign_background                                                                          6.7347
## judge_log_net_income                                                                                  27.2152
## judge_is_married                                                                                      29.5540
## convicted_stay_of_execution_.conditional_imprisonment_.                                                0.7864
## convicted_bodily_injury                                                                               66.1549
## convicted_drug_offense                                                                                13.1664
## convicted_illegal_arming_in_a_public_place                                                            44.3637
## convicted_participation                                                                               82.0064
## convicted_courtesy                                                                                    76.2697
## convicted_general_violation_of_traffic_act_1                                                         -63.3632
## convicted_drinking_within_six_hours_of_traffic_investigation                                          15.0459
## convicted_acquisition_possession_and_use_of_drugs                                                    246.8859
## convicted_section_24_of_the_medicines_act_other                                                       58.4218
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  39.3529
## convicted_road_traffic_act_other_1                                                                   189.8680
## convicted_violating_traffic_signage_act                                                              116.9173
## convicted_temporary_suspension_of_driving_lisence                                                     30.2918
## convicted_assault_and_battery                                                                         -8.0614
## convicted_reckless_behavior                                                                           25.9307
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     64.6517
## convicted_damage                                                                                      37.5495
## convicted_threats                                                                                     17.0121
## convicted_grievous_bodily_harm                                                                       420.8038
## convicted_serious_drug_offense                                                                       872.3562
## convicted_aggravated_assault                                                                          48.8018
## convicted_intention_of_committing_an_offens                                                          110.0432
## convicted_theft                                                                                        5.6079
## convicted_road_traffic_act_other_5                                                                    85.4986
## convicted_violating_basic_traffic_rules                                                               31.0993
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                  4.6524
## convicted_obstruction_of_a_public_official                                                            23.2248
## convicted_aggravated_theft                                                                           127.1533
## convicted_fraud                                                                                       15.6904
## convicted_judgment_in_arrears                                                                        121.1338
## convicted_abuse_in_close_relationships                                                               413.6925
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -34.9270
## convicted_violation_of_police_act                                                                      6.7925
## convicted_serious_fraud                                                                              141.9934
## convicted_disorderly_conduct                                                                          -0.1042
## convicted_minor_theft                                                                                 52.5511
## convicted_unauthorized_entry_or_stay                                                                  28.1640
## convicted_theft_of_motor_vehicles_etc                                                                159.7880
## convicted_road_traffic_act_other_4                                                                    49.9829
## convicted_incorrect_explanation                                                                      -62.6328
## convicted_document_forgery                                                                           102.5685
## convicted_breach_of_the_duty_of_identification                                                        26.8789
## convicted_violation_in_prison                                                                        -41.0795
## aggravating_any                                                                                       49.9157
## mitigating_any                                                                                        42.1416
##                                                                                                           DF
## (Intercept)                                                                                            6.892
## defendant_age                                                                                        292.137
## defendant_is_woman                                                                                   213.744
## defendant_some_foreign_background                                                                    294.387
## defendant_log_net_income                                                                             263.607
## case_is_not_oslo                                                                                     120.740
## defendant_is_married                                                                                 182.570
## judge_age                                                                                             76.569
## judge_is_woman                                                                                       321.428
## judge_some_foreign_background                                                                         17.301
## judge_log_net_income                                                                                   5.873
## judge_is_married                                                                                     224.463
## convicted_stay_of_execution_.conditional_imprisonment_.                                               99.107
## convicted_bodily_injury                                                                              146.370
## convicted_drug_offense                                                                               186.870
## convicted_illegal_arming_in_a_public_place                                                           110.952
## convicted_participation                                                                               89.321
## convicted_courtesy                                                                                    55.454
## convicted_general_violation_of_traffic_act_1                                                         190.713
## convicted_drinking_within_six_hours_of_traffic_investigation                                         176.300
## convicted_acquisition_possession_and_use_of_drugs                                                      9.881
## convicted_section_24_of_the_medicines_act_other                                                       10.448
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 284.288
## convicted_road_traffic_act_other_1                                                                     4.294
## convicted_violating_traffic_signage_act                                                                4.552
## convicted_temporary_suspension_of_driving_lisence                                                    268.746
## convicted_assault_and_battery                                                                        230.996
## convicted_reckless_behavior                                                                           78.873
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    100.242
## convicted_damage                                                                                     107.027
## convicted_threats                                                                                    145.890
## convicted_grievous_bodily_harm                                                                        35.385
## convicted_serious_drug_offense                                                                        63.726
## convicted_aggravated_assault                                                                          47.878
## convicted_intention_of_committing_an_offens                                                           35.060
## convicted_theft                                                                                      114.724
## convicted_road_traffic_act_other_5                                                                    88.323
## convicted_violating_basic_traffic_rules                                                              143.562
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                127.876
## convicted_obstruction_of_a_public_official                                                           107.589
## convicted_aggravated_theft                                                                            60.723
## convicted_fraud                                                                                       66.516
## convicted_judgment_in_arrears                                                                         38.049
## convicted_abuse_in_close_relationships                                                                42.816
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             238.303
## convicted_violation_of_police_act                                                                    103.578
## convicted_serious_fraud                                                                               80.786
## convicted_disorderly_conduct                                                                          87.990
## convicted_minor_theft                                                                                 88.932
## convicted_unauthorized_entry_or_stay                                                                  64.934
## convicted_theft_of_motor_vehicles_etc                                                                 51.049
## convicted_road_traffic_act_other_4                                                                    38.570
## convicted_incorrect_explanation                                                                       75.814
## convicted_document_forgery                                                                            36.432
## convicted_breach_of_the_duty_of_identification                                                        61.044
## convicted_violation_in_prison                                                                         35.139
## aggravating_any                                                                                      310.757
## mitigating_any                                                                                       345.395
## 
## Multiple R-squared:  0.3128 ,    Adjusted R-squared:  0.2995 
## F-statistic: 14.82 on 57 and 561 DF,  p-value: < 2.2e-16

fit_restricted_dataset_logged_dv <- lm_robust(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs)), data = df_short_prison_only, clusters = judge__id)
summary(fit_restricted_dataset_logged_dv)

## 
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days_log ~ ", 
##     ivs)), data = df_short_prison_only, clusters = judge__id)
## 
## Standard error type:  CR2 
## 
## Coefficients:
##                                                                                                       Estimate
## (Intercept)                                                                                           3.846064
## defendant_age                                                                                         0.003586
## defendant_is_woman                                                                                   -0.102604
## defendant_some_foreign_background                                                                    -0.018789
## defendant_log_net_income                                                                             -0.011934
## case_is_not_oslo                                                                                      0.078452
## defendant_is_married                                                                                 -0.027642
## judge_age                                                                                             0.005641
## judge_is_woman                                                                                        0.018880
## judge_some_foreign_background                                                                        -0.178228
## judge_log_net_income                                                                                 -0.038096
## judge_is_married                                                                                     -0.039445
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -0.164160
## convicted_bodily_injury                                                                               1.037721
## convicted_drug_offense                                                                                0.138249
## convicted_illegal_arming_in_a_public_place                                                            0.157918
## convicted_participation                                                                               0.088159
## convicted_courtesy                                                                                    0.428854
## convicted_general_violation_of_traffic_act_1                                                         -0.599789
## convicted_drinking_within_six_hours_of_traffic_investigation                                          0.013626
## convicted_acquisition_possession_and_use_of_drugs                                                     0.524979
## convicted_section_24_of_the_medicines_act_other                                                      -0.576090
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  0.069422
## convicted_road_traffic_act_other_1                                                                   -0.267936
## convicted_violating_traffic_signage_act                                                               0.272739
## convicted_temporary_suspension_of_driving_lisence                                                     0.379975
## convicted_assault_and_battery                                                                         0.055278
## convicted_reckless_behavior                                                                           0.146300
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     0.487804
## convicted_damage                                                                                      0.163376
## convicted_threats                                                                                     0.152752
## convicted_grievous_bodily_harm                                                                        1.210060
## convicted_serious_drug_offense                                                                        2.276574
## convicted_aggravated_assault                                                                          0.562005
## convicted_intention_of_committing_an_offens                                                           0.373951
## convicted_theft                                                                                       0.118520
## convicted_road_traffic_act_other_5                                                                    0.323795
## convicted_violating_basic_traffic_rules                                                               0.090223
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                -0.070136
## convicted_obstruction_of_a_public_official                                                            0.098432
## convicted_aggravated_theft                                                                            0.711155
## convicted_fraud                                                                                      -0.013157
## convicted_judgment_in_arrears                                                                        -0.007105
## convicted_abuse_in_close_relationships                                                                1.924384
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -0.322457
## convicted_violation_of_police_act                                                                    -0.242044
## convicted_serious_fraud                                                                               1.009697
## convicted_disorderly_conduct                                                                         -0.148380
## convicted_minor_theft                                                                                -0.028545
## convicted_unauthorized_entry_or_stay                                                                 -0.016694
## convicted_theft_of_motor_vehicles_etc                                                                 0.578588
## convicted_road_traffic_act_other_4                                                                    0.118626
## convicted_incorrect_explanation                                                                      -0.537258
## convicted_document_forgery                                                                            0.439966
## convicted_breach_of_the_duty_of_identification                                                        0.073978
## convicted_violation_in_prison                                                                        -0.714257
## aggravating_any                                                                                       0.256766
## mitigating_any                                                                                        0.025768
##                                                                                                      Std. Error
## (Intercept)                                                                                            0.783627
## defendant_age                                                                                          0.001226
## defendant_is_woman                                                                                     0.041772
## defendant_some_foreign_background                                                                      0.038091
## defendant_log_net_income                                                                               0.004712
## case_is_not_oslo                                                                                       0.045739
## defendant_is_married                                                                                   0.061813
## judge_age                                                                                              0.001804
## judge_is_woman                                                                                         0.034953
## judge_some_foreign_background                                                                          0.089511
## judge_log_net_income                                                                                   0.061316
## judge_is_married                                                                                       0.037596
## convicted_stay_of_execution_.conditional_imprisonment_.                                                0.058408
## convicted_bodily_injury                                                                                0.055458
## convicted_drug_offense                                                                                 0.057956
## convicted_illegal_arming_in_a_public_place                                                             0.079758
## convicted_participation                                                                                0.075187
## convicted_courtesy                                                                                     0.115238
## convicted_general_violation_of_traffic_act_1                                                           0.075750
## convicted_drinking_within_six_hours_of_traffic_investigation                                           0.053176
## convicted_acquisition_possession_and_use_of_drugs                                                      0.315836
## convicted_section_24_of_the_medicines_act_other                                                        0.316576
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.   0.036151
## convicted_road_traffic_act_other_1                                                                     0.214511
## convicted_violating_traffic_signage_act                                                                0.221199
## convicted_temporary_suspension_of_driving_lisence                                                      0.041759
## convicted_assault_and_battery                                                                          0.050400
## convicted_reckless_behavior                                                                            0.106498
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                      0.080435
## convicted_damage                                                                                       0.072890
## convicted_threats                                                                                      0.064567
## convicted_grievous_bodily_harm                                                                         0.109072
## convicted_serious_drug_offense                                                                         0.149036
## convicted_aggravated_assault                                                                           0.098658
## convicted_intention_of_committing_an_offens                                                            0.104632
## convicted_theft                                                                                        0.083607
## convicted_road_traffic_act_other_5                                                                     0.110780
## convicted_violating_basic_traffic_rules                                                                0.059746
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                  0.041267
## convicted_obstruction_of_a_public_official                                                             0.074732
## convicted_aggravated_theft                                                                             0.128909
## convicted_fraud                                                                                        0.103944
## convicted_judgment_in_arrears                                                                          0.129704
## convicted_abuse_in_close_relationships                                                                 0.118606
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official               0.054341
## convicted_violation_of_police_act                                                                      0.075343
## convicted_serious_fraud                                                                                0.124167
## convicted_disorderly_conduct                                                                           0.082508
## convicted_minor_theft                                                                                  0.131219
## convicted_unauthorized_entry_or_stay                                                                   0.108688
## convicted_theft_of_motor_vehicles_etc                                                                  0.126193
## convicted_road_traffic_act_other_4                                                                     0.130425
## convicted_incorrect_explanation                                                                        0.126176
## convicted_document_forgery                                                                             0.177958
## convicted_breach_of_the_duty_of_identification                                                         0.092100
## convicted_violation_in_prison                                                                          0.163294
## aggravating_any                                                                                        0.039675
## mitigating_any                                                                                         0.035220
##                                                                                                       t value
## (Intercept)                                                                                           4.90803
## defendant_age                                                                                         2.92543
## defendant_is_woman                                                                                   -2.45627
## defendant_some_foreign_background                                                                    -0.49326
## defendant_log_net_income                                                                             -2.53255
## case_is_not_oslo                                                                                      1.71522
## defendant_is_married                                                                                 -0.44719
## judge_age                                                                                             3.12709
## judge_is_woman                                                                                        0.54015
## judge_some_foreign_background                                                                        -1.99113
## judge_log_net_income                                                                                 -0.62131
## judge_is_married                                                                                     -1.04918
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -2.81060
## convicted_bodily_injury                                                                              18.71171
## convicted_drug_offense                                                                                2.38542
## convicted_illegal_arming_in_a_public_place                                                            1.97998
## convicted_participation                                                                               1.17253
## convicted_courtesy                                                                                    3.72147
## convicted_general_violation_of_traffic_act_1                                                         -7.91801
## convicted_drinking_within_six_hours_of_traffic_investigation                                          0.25624
## convicted_acquisition_possession_and_use_of_drugs                                                     1.66219
## convicted_section_24_of_the_medicines_act_other                                                      -1.81975
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  1.92032
## convicted_road_traffic_act_other_1                                                                   -1.24905
## convicted_violating_traffic_signage_act                                                               1.23300
## convicted_temporary_suspension_of_driving_lisence                                                     9.09921
## convicted_assault_and_battery                                                                         1.09679
## convicted_reckless_behavior                                                                           1.37373
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     6.06455
## convicted_damage                                                                                      2.24141
## convicted_threats                                                                                     2.36578
## convicted_grievous_bodily_harm                                                                       11.09412
## convicted_serious_drug_offense                                                                       15.27531
## convicted_aggravated_assault                                                                          5.69648
## convicted_intention_of_committing_an_offens                                                           3.57398
## convicted_theft                                                                                       1.41759
## convicted_road_traffic_act_other_5                                                                    2.92286
## convicted_violating_basic_traffic_rules                                                               1.51010
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                -1.69957
## convicted_obstruction_of_a_public_official                                                            1.31714
## convicted_aggravated_theft                                                                            5.51672
## convicted_fraud                                                                                      -0.12658
## convicted_judgment_in_arrears                                                                        -0.05477
## convicted_abuse_in_close_relationships                                                               16.22498
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -5.93391
## convicted_violation_of_police_act                                                                    -3.21255
## convicted_serious_fraud                                                                               8.13177
## convicted_disorderly_conduct                                                                         -1.79838
## convicted_minor_theft                                                                                -0.21754
## convicted_unauthorized_entry_or_stay                                                                 -0.15360
## convicted_theft_of_motor_vehicles_etc                                                                 4.58495
## convicted_road_traffic_act_other_4                                                                    0.90953
## convicted_incorrect_explanation                                                                      -4.25802
## convicted_document_forgery                                                                            2.47229
## convicted_breach_of_the_duty_of_identification                                                        0.80324
## convicted_violation_in_prison                                                                        -4.37406
## aggravating_any                                                                                       6.47167
## mitigating_any                                                                                        0.73165
##                                                                                                       Pr(>|t|)
## (Intercept)                                                                                          1.816e-03
## defendant_age                                                                                        3.710e-03
## defendant_is_woman                                                                                   1.484e-02
## defendant_some_foreign_background                                                                    6.222e-01
## defendant_log_net_income                                                                             1.190e-02
## case_is_not_oslo                                                                                     8.887e-02
## defendant_is_married                                                                                 6.553e-01
## judge_age                                                                                            2.496e-03
## judge_is_woman                                                                                       5.895e-01
## judge_some_foreign_background                                                                        6.250e-02
## judge_log_net_income                                                                                 5.577e-01
## judge_is_married                                                                                     2.952e-01
## convicted_stay_of_execution_.conditional_imprisonment_.                                              5.960e-03
## convicted_bodily_injury                                                                              1.178e-40
## convicted_drug_offense                                                                               1.806e-02
## convicted_illegal_arming_in_a_public_place                                                           5.018e-02
## convicted_participation                                                                              2.441e-01
## convicted_courtesy                                                                                   4.643e-04
## convicted_general_violation_of_traffic_act_1                                                         1.937e-13
## convicted_drinking_within_six_hours_of_traffic_investigation                                         7.981e-01
## convicted_acquisition_possession_and_use_of_drugs                                                    1.278e-01
## convicted_section_24_of_the_medicines_act_other                                                      9.753e-02
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 5.582e-02
## convicted_road_traffic_act_other_1                                                                   2.754e-01
## convicted_violating_traffic_signage_act                                                              2.774e-01
## convicted_temporary_suspension_of_driving_lisence                                                    2.105e-17
## convicted_assault_and_battery                                                                        2.739e-01
## convicted_reckless_behavior                                                                          1.734e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    2.354e-08
## convicted_damage                                                                                     2.706e-02
## convicted_threats                                                                                    1.931e-02
## convicted_grievous_bodily_harm                                                                       4.531e-13
## convicted_serious_drug_offense                                                                       5.589e-23
## convicted_aggravated_assault                                                                         7.321e-07
## convicted_intention_of_committing_an_offens                                                          1.048e-03
## convicted_theft                                                                                      1.590e-01
## convicted_road_traffic_act_other_5                                                                   4.404e-03
## convicted_violating_basic_traffic_rules                                                              1.332e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                9.164e-02
## convicted_obstruction_of_a_public_official                                                           1.906e-01
## convicted_aggravated_theft                                                                           7.532e-07
## convicted_fraud                                                                                      8.997e-01
## convicted_judgment_in_arrears                                                                        9.566e-01
## convicted_abuse_in_close_relationships                                                               6.727e-20
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             1.036e-08
## convicted_violation_of_police_act                                                                    1.754e-03
## convicted_serious_fraud                                                                              4.199e-12
## convicted_disorderly_conduct                                                                         7.555e-02
## convicted_minor_theft                                                                                8.283e-01
## convicted_unauthorized_entry_or_stay                                                                 8.784e-01
## convicted_theft_of_motor_vehicles_etc                                                                2.968e-05
## convicted_road_traffic_act_other_4                                                                   3.687e-01
## convicted_incorrect_explanation                                                                      5.848e-05
## convicted_document_forgery                                                                           1.822e-02
## convicted_breach_of_the_duty_of_identification                                                       4.250e-01
## convicted_violation_in_prison                                                                        1.038e-04
## aggravating_any                                                                                      3.771e-10
## mitigating_any                                                                                       4.649e-01
##                                                                                                        CI Lower
## (Intercept)                                                                                           1.9871964
## defendant_age                                                                                         0.0011735
## defendant_is_woman                                                                                   -0.1849416
## defendant_some_foreign_background                                                                    -0.0937543
## defendant_log_net_income                                                                             -0.0212133
## case_is_not_oslo                                                                                     -0.0121016
## defendant_is_married                                                                                 -0.1496022
## judge_age                                                                                             0.0020488
## judge_is_woman                                                                                       -0.0498860
## judge_some_foreign_background                                                                        -0.3668291
## judge_log_net_income                                                                                 -0.1889174
## judge_is_married                                                                                     -0.1135312
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -0.2800518
## convicted_bodily_injury                                                                               0.9281187
## convicted_drug_offense                                                                                0.0239175
## convicted_illegal_arming_in_a_public_place                                                           -0.0001273
## convicted_participation                                                                              -0.0612289
## convicted_courtesy                                                                                    0.1979549
## convicted_general_violation_of_traffic_act_1                                                         -0.7492047
## convicted_drinking_within_six_hours_of_traffic_investigation                                         -0.0913177
## convicted_acquisition_possession_and_use_of_drugs                                                    -0.1798948
## convicted_section_24_of_the_medicines_act_other                                                      -1.2773876
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. -0.0017361
## convicted_road_traffic_act_other_1                                                                   -0.8477625
## convicted_violating_traffic_signage_act                                                              -0.3131022
## convicted_temporary_suspension_of_driving_lisence                                                     0.2977587
## convicted_assault_and_battery                                                                        -0.0440247
## convicted_reckless_behavior                                                                          -0.0656842
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     0.3282272
## convicted_damage                                                                                      0.0188806
## convicted_threats                                                                                     0.0251438
## convicted_grievous_bodily_harm                                                                        0.9887181
## convicted_serious_drug_offense                                                                        1.9788155
## convicted_aggravated_assault                                                                          0.3636261
## convicted_intention_of_committing_an_offens                                                           0.1615507
## convicted_theft                                                                                      -0.0470928
## convicted_road_traffic_act_other_5                                                                    0.1036536
## convicted_violating_basic_traffic_rules                                                              -0.0278730
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                -0.1517912
## convicted_obstruction_of_a_public_official                                                           -0.0497060
## convicted_aggravated_theft                                                                            0.4533619
## convicted_fraud                                                                                      -0.2206586
## convicted_judgment_in_arrears                                                                        -0.2696660
## convicted_abuse_in_close_relationships                                                                1.6851623
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -0.4295072
## convicted_violation_of_police_act                                                                    -0.3914598
## convicted_serious_fraud                                                                               0.7626335
## convicted_disorderly_conduct                                                                         -0.3123476
## convicted_minor_theft                                                                                -0.2892774
## convicted_unauthorized_entry_or_stay                                                                 -0.2337637
## convicted_theft_of_motor_vehicles_etc                                                                 0.3252511
## convicted_road_traffic_act_other_4                                                                   -0.1452779
## convicted_incorrect_explanation                                                                      -0.7885690
## convicted_document_forgery                                                                            0.0791977
## convicted_breach_of_the_duty_of_identification                                                       -0.1101838
## convicted_violation_in_prison                                                                        -1.0457150
## aggravating_any                                                                                       0.1786999
## mitigating_any                                                                                       -0.0435036
##                                                                                                       CI Upper
## (Intercept)                                                                                           5.704931
## defendant_age                                                                                         0.005999
## defendant_is_woman                                                                                   -0.020266
## defendant_some_foreign_background                                                                     0.056177
## defendant_log_net_income                                                                             -0.002656
## case_is_not_oslo                                                                                      0.169006
## defendant_is_married                                                                                  0.094317
## judge_age                                                                                             0.009234
## judge_is_woman                                                                                        0.087646
## judge_some_foreign_background                                                                         0.010373
## judge_log_net_income                                                                                  0.112725
## judge_is_married                                                                                      0.034641
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -0.048269
## convicted_bodily_injury                                                                               1.147324
## convicted_drug_offense                                                                                0.252581
## convicted_illegal_arming_in_a_public_place                                                            0.315964
## convicted_participation                                                                               0.237548
## convicted_courtesy                                                                                    0.659752
## convicted_general_violation_of_traffic_act_1                                                         -0.450374
## convicted_drinking_within_six_hours_of_traffic_investigation                                          0.118570
## convicted_acquisition_possession_and_use_of_drugs                                                     1.229852
## convicted_section_24_of_the_medicines_act_other                                                       0.125207
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  0.140581
## convicted_road_traffic_act_other_1                                                                    0.311891
## convicted_violating_traffic_signage_act                                                               0.858579
## convicted_temporary_suspension_of_driving_lisence                                                     0.462192
## convicted_assault_and_battery                                                                         0.154581
## convicted_reckless_behavior                                                                           0.358283
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     0.647380
## convicted_damage                                                                                      0.307870
## convicted_threats                                                                                     0.280361
## convicted_grievous_bodily_harm                                                                        1.431402
## convicted_serious_drug_offense                                                                        2.574333
## convicted_aggravated_assault                                                                          0.760383
## convicted_intention_of_committing_an_offens                                                           0.586352
## convicted_theft                                                                                       0.284133
## convicted_road_traffic_act_other_5                                                                    0.543937
## convicted_violating_basic_traffic_rules                                                               0.208318
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                 0.011519
## convicted_obstruction_of_a_public_official                                                            0.246571
## convicted_aggravated_theft                                                                            0.968949
## convicted_fraud                                                                                       0.194344
## convicted_judgment_in_arrears                                                                         0.255457
## convicted_abuse_in_close_relationships                                                                2.163606
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -0.215406
## convicted_violation_of_police_act                                                                    -0.092629
## convicted_serious_fraud                                                                               1.256760
## convicted_disorderly_conduct                                                                          0.015587
## convicted_minor_theft                                                                                 0.232187
## convicted_unauthorized_entry_or_stay                                                                  0.200375
## convicted_theft_of_motor_vehicles_etc                                                                 0.831925
## convicted_road_traffic_act_other_4                                                                    0.382531
## convicted_incorrect_explanation                                                                      -0.285948
## convicted_document_forgery                                                                            0.800733
## convicted_breach_of_the_duty_of_identification                                                        0.258140
## convicted_violation_in_prison                                                                        -0.382800
## aggravating_any                                                                                       0.334833
## mitigating_any                                                                                        0.095041
##                                                                                                           DF
## (Intercept)                                                                                            6.892
## defendant_age                                                                                        292.137
## defendant_is_woman                                                                                   213.744
## defendant_some_foreign_background                                                                    294.387
## defendant_log_net_income                                                                             263.607
## case_is_not_oslo                                                                                     120.740
## defendant_is_married                                                                                 182.570
## judge_age                                                                                             76.569
## judge_is_woman                                                                                       321.428
## judge_some_foreign_background                                                                         17.301
## judge_log_net_income                                                                                   5.873
## judge_is_married                                                                                     224.463
## convicted_stay_of_execution_.conditional_imprisonment_.                                               99.107
## convicted_bodily_injury                                                                              146.370
## convicted_drug_offense                                                                               186.870
## convicted_illegal_arming_in_a_public_place                                                           110.952
## convicted_participation                                                                               89.321
## convicted_courtesy                                                                                    55.454
## convicted_general_violation_of_traffic_act_1                                                         190.713
## convicted_drinking_within_six_hours_of_traffic_investigation                                         176.300
## convicted_acquisition_possession_and_use_of_drugs                                                      9.881
## convicted_section_24_of_the_medicines_act_other                                                       10.448
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 284.288
## convicted_road_traffic_act_other_1                                                                     4.294
## convicted_violating_traffic_signage_act                                                                4.552
## convicted_temporary_suspension_of_driving_lisence                                                    268.746
## convicted_assault_and_battery                                                                        230.996
## convicted_reckless_behavior                                                                           78.873
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    100.242
## convicted_damage                                                                                     107.027
## convicted_threats                                                                                    145.890
## convicted_grievous_bodily_harm                                                                        35.385
## convicted_serious_drug_offense                                                                        63.726
## convicted_aggravated_assault                                                                          47.878
## convicted_intention_of_committing_an_offens                                                           35.060
## convicted_theft                                                                                      114.724
## convicted_road_traffic_act_other_5                                                                    88.323
## convicted_violating_basic_traffic_rules                                                              143.562
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                127.876
## convicted_obstruction_of_a_public_official                                                           107.589
## convicted_aggravated_theft                                                                            60.723
## convicted_fraud                                                                                       66.516
## convicted_judgment_in_arrears                                                                         38.049
## convicted_abuse_in_close_relationships                                                                42.816
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             238.303
## convicted_violation_of_police_act                                                                    103.578
## convicted_serious_fraud                                                                               80.786
## convicted_disorderly_conduct                                                                          87.990
## convicted_minor_theft                                                                                 88.932
## convicted_unauthorized_entry_or_stay                                                                  64.934
## convicted_theft_of_motor_vehicles_etc                                                                 51.049
## convicted_road_traffic_act_other_4                                                                    38.570
## convicted_incorrect_explanation                                                                       75.814
## convicted_document_forgery                                                                            36.432
## convicted_breach_of_the_duty_of_identification                                                        61.044
## convicted_violation_in_prison                                                                         35.139
## aggravating_any                                                                                      310.757
## mitigating_any                                                                                       345.395
## 
## Multiple R-squared:  0.5057 ,    Adjusted R-squared:  0.4962 
## F-statistic: 78.66 on 57 and 561 DF,  p-value: < 2.2e-16

All of our effects remain robust, but mitigating circumstances are consistently associated with longer prison time.

cor_circs_sections <- df_short %>%
  dplyr::select(all_of(sections_regression), 'mitigating_any', 'aggravating_any') %>%
  cor() %>%
  as.data.frame() %>%
  dplyr::select('mitigating_any', 'aggravating_any')

So it seems like mitigating circumstances are correlated with worse crimes and might pick up some of their effects. The solution here seems to be to run full interactions between sections and circs.

#interact every section with the binary circs indicators
sections_circs_interact <- paste0(paste('mitigating_any *', sections_regression, collapse = ' + '), ' + ', paste('aggravating_any *', sections_regression, collapse = ' + '))

#independent variables
ivs <- paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, 'mitigating_any', 'aggravating_any', sections_circs_interact), collapse = ' + ')

#run three model types: full dataset, prison only/regular dv, prison only/logged dv
fit_full_dataset <- lm_robust(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short, clusters = judge__id)
summary(fit_full_dataset)

## 
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days ~ ", 
##     ivs)), data = df_short, clusters = judge__id)
## 
## Standard error type:  CR2 
## 
## Coefficients:
##                                                                                                                       Estimate
## (Intercept)                                                                                                           176.9605
## defendant_age                                                                                                           1.0516
## defendant_is_woman                                                                                                    -26.0351
## defendant_some_foreign_background                                                                                      -1.3172
## defendant_log_net_income                                                                                               -2.4755
## case_is_not_oslo                                                                                                        2.8618
## defendant_is_married                                                                                                   12.6636
## judge_age                                                                                                               1.1473
## judge_is_woman                                                                                                          1.7110
## judge_some_foreign_background                                                                                         -19.2802
## judge_log_net_income                                                                                                  -16.0765
## judge_is_married                                                                                                        8.7754
## convicted_stay_of_execution_.conditional_imprisonment_.                                                                14.8353
## convicted_bodily_injury                                                                                                50.9200
## convicted_drug_offense                                                                                                 -6.6184
## convicted_illegal_arming_in_a_public_place                                                                              8.8382
## convicted_participation                                                                                               102.9961
## convicted_courtesy                                                                                                    -28.5080
## convicted_general_violation_of_traffic_act_1                                                                          -23.2723
## convicted_drinking_within_six_hours_of_traffic_investigation                                                           14.7526
## convicted_acquisition_possession_and_use_of_drugs                                                                     212.8248
## convicted_section_24_of_the_medicines_act_other                                                                      -221.1548
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                   64.3116
## convicted_road_traffic_act_other_1                                                                                    -36.9097
## convicted_violating_traffic_signage_act                                                                                33.5103
## convicted_temporary_suspension_of_driving_lisence                                                                       2.1776
## convicted_assault_and_battery                                                                                           8.0465
## convicted_reckless_behavior                                                                                            22.0250
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                      11.7619
## convicted_damage                                                                                                        6.0023
## convicted_threats                                                                                                      -7.0512
## convicted_grievous_bodily_harm                                                                                        210.1220
## convicted_serious_drug_offense                                                                                        662.3090
## convicted_aggravated_assault                                                                                          -17.9609
## convicted_intention_of_committing_an_offens                                                                            46.7202
## convicted_theft                                                                                                       -46.4775
## convicted_road_traffic_act_other_5                                                                                     63.7202
## convicted_violating_basic_traffic_rules                                                                               -20.8388
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                  -4.3542
## convicted_obstruction_of_a_public_official                                                                            -29.3253
## convicted_aggravated_theft                                                                                             87.2722
## convicted_fraud                                                                                                        10.3649
## convicted_judgment_in_arrears                                                                                          74.7114
## convicted_abuse_in_close_relationships                                                                                 89.6710
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                              -11.0581
## convicted_violation_of_police_act                                                                                      -8.4437
## convicted_serious_fraud                                                                                                69.7504
## convicted_disorderly_conduct                                                                                          -68.1511
## convicted_minor_theft                                                                                                  23.7428
## convicted_unauthorized_entry_or_stay                                                                                   -1.7627
## convicted_theft_of_motor_vehicles_etc                                                                                  39.3881
## convicted_road_traffic_act_other_4                                                                                    -15.8118
## convicted_incorrect_explanation                                                                                       -52.5795
## convicted_document_forgery                                                                                              9.3797
## convicted_breach_of_the_duty_of_identification                                                                          7.7384
## convicted_violation_in_prison                                                                                         -20.0130
## mitigating_any                                                                                                         57.3150
## aggravating_any                                                                                                        63.7669
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                -33.5483
## convicted_bodily_injury:mitigating_any                                                                                -31.7688
## convicted_drug_offense:mitigating_any                                                                                 -55.1409
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                             -15.0412
## convicted_participation:mitigating_any                                                                                 42.8968
## convicted_courtesy:mitigating_any                                                                                      12.6231
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                           -46.5523
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                             1.6610
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     -287.2452
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                        283.5119
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any    18.4768
## convicted_road_traffic_act_other_1:mitigating_any                                                                      55.4621
## convicted_violating_traffic_signage_act:mitigating_any                                                                -46.9901
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                       -9.9406
## convicted_assault_and_battery:mitigating_any                                                                          -41.4128
## convicted_reckless_behavior:mitigating_any                                                                            -38.9632
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                       58.4050
## convicted_damage:mitigating_any                                                                                        -4.6697
## convicted_threats:mitigating_any                                                                                      -46.1312
## convicted_grievous_bodily_harm:mitigating_any                                                                        -138.2050
## convicted_serious_drug_offense:mitigating_any                                                                          24.9245
## convicted_aggravated_assault:mitigating_any                                                                           -20.6157
## convicted_intention_of_committing_an_offens:mitigating_any                                                             32.0872
## convicted_theft:mitigating_any                                                                                        -20.9391
## convicted_road_traffic_act_other_5:mitigating_any                                                                      -0.2916
## convicted_violating_basic_traffic_rules:mitigating_any                                                                 13.5283
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                    3.2387
## convicted_obstruction_of_a_public_official:mitigating_any                                                              12.5762
## convicted_aggravated_theft:mitigating_any                                                                             -57.3829
## convicted_fraud:mitigating_any                                                                                        -71.1582
## convicted_judgment_in_arrears:mitigating_any                                                                          -19.1410
## convicted_abuse_in_close_relationships:mitigating_any                                                                 -10.1522
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any               -31.0447
## convicted_violation_of_police_act:mitigating_any                                                                       13.4837
## convicted_serious_fraud:mitigating_any                                                                                -10.1536
## convicted_disorderly_conduct:mitigating_any                                                                           -36.2557
## convicted_minor_theft:mitigating_any                                                                                   21.2325
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                   -20.2475
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                  -35.5088
## convicted_road_traffic_act_other_4:mitigating_any                                                                       2.5552
## convicted_incorrect_explanation:mitigating_any                                                                         -3.3943
## convicted_document_forgery:mitigating_any                                                                              82.4869
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                         -14.7470
## convicted_violation_in_prison:mitigating_any                                                                          -40.0531
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                                -0.8237
## convicted_bodily_injury:aggravating_any                                                                                 9.2283
## convicted_drug_offense:aggravating_any                                                                                 24.7035
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                             10.3870
## convicted_participation:aggravating_any                                                                              -138.8367
## convicted_courtesy:aggravating_any                                                                                     74.8507
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                          -44.6177
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                          -16.2273
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                      21.4776
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                        -9.2295
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any  -77.9676
## convicted_road_traffic_act_other_1:aggravating_any                                                                     36.5389
## convicted_violating_traffic_signage_act:aggravating_any                                                               -43.9522
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                      38.8634
## convicted_assault_and_battery:aggravating_any                                                                         -14.7176
## convicted_reckless_behavior:aggravating_any                                                                           -19.2031
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                      -4.6919
## convicted_damage:aggravating_any                                                                                        8.1938
## convicted_threats:aggravating_any                                                                                      37.6379
## convicted_grievous_bodily_harm:aggravating_any                                                                        236.9123
## convicted_serious_drug_offense:aggravating_any                                                                       -322.0795
## convicted_aggravated_assault:aggravating_any                                                                           62.6804
## convicted_intention_of_committing_an_offens:aggravating_any                                                           -38.8970
## convicted_theft:aggravating_any                                                                                        42.6680
## convicted_road_traffic_act_other_5:aggravating_any                                                                    -26.3315
## convicted_violating_basic_traffic_rules:aggravating_any                                                                27.4216
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                   4.6701
## convicted_obstruction_of_a_public_official:aggravating_any                                                             23.3887
## convicted_aggravated_theft:aggravating_any                                                                              4.0260
## convicted_fraud:aggravating_any                                                                                        22.6206
## convicted_judgment_in_arrears:aggravating_any                                                                         -53.5631
## convicted_abuse_in_close_relationships:aggravating_any                                                                284.7500
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any              -17.0684
## convicted_violation_of_police_act:aggravating_any                                                                     -11.9515
## convicted_serious_fraud:aggravating_any                                                                                 2.9015
## convicted_disorderly_conduct:aggravating_any                                                                           52.6910
## convicted_minor_theft:aggravating_any                                                                                 -27.0089
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                    7.4757
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                  48.9563
## convicted_road_traffic_act_other_4:aggravating_any                                                                     47.5168
## convicted_incorrect_explanation:aggravating_any                                                                       -40.6627
## convicted_document_forgery:aggravating_any                                                                             13.1950
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                          0.8976
## convicted_violation_in_prison:aggravating_any                                                                         -37.7908
##                                                                                                                      Std. Error
## (Intercept)                                                                                                            192.0061
## defendant_age                                                                                                            0.2882
## defendant_is_woman                                                                                                       8.1207
## defendant_some_foreign_background                                                                                       10.1648
## defendant_log_net_income                                                                                                 1.3113
## case_is_not_oslo                                                                                                        13.6503
## defendant_is_married                                                                                                    18.0939
## judge_age                                                                                                                0.3960
## judge_is_woman                                                                                                           8.0259
## judge_some_foreign_background                                                                                           14.5784
## judge_log_net_income                                                                                                    14.9300
## judge_is_married                                                                                                         9.5115
## convicted_stay_of_execution_.conditional_imprisonment_.                                                                 17.5056
## convicted_bodily_injury                                                                                                 19.5999
## convicted_drug_offense                                                                                                  35.9462
## convicted_illegal_arming_in_a_public_place                                                                              25.4612
## convicted_participation                                                                                                 70.5894
## convicted_courtesy                                                                                                      25.3571
## convicted_general_violation_of_traffic_act_1                                                                            18.3081
## convicted_drinking_within_six_hours_of_traffic_investigation                                                             7.7751
## convicted_acquisition_possession_and_use_of_drugs                                                                      191.1770
## convicted_section_24_of_the_medicines_act_other                                                                        190.4632
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                    28.4341
## convicted_road_traffic_act_other_1                                                                                      55.2111
## convicted_violating_traffic_signage_act                                                                                 54.4732
## convicted_temporary_suspension_of_driving_lisence                                                                       15.5211
## convicted_assault_and_battery                                                                                           14.3427
## convicted_reckless_behavior                                                                                             27.6182
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                       26.6201
## convicted_damage                                                                                                        17.4054
## convicted_threats                                                                                                       19.7391
## convicted_grievous_bodily_harm                                                                                         101.6865
## convicted_serious_drug_offense                                                                                         141.9287
## convicted_aggravated_assault                                                                                            36.4157
## convicted_intention_of_committing_an_offens                                                                             92.0397
## convicted_theft                                                                                                         24.1440
## convicted_road_traffic_act_other_5                                                                                      37.1857
## convicted_violating_basic_traffic_rules                                                                                 12.8399
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                    8.0818
## convicted_obstruction_of_a_public_official                                                                              17.9979
## convicted_aggravated_theft                                                                                              58.7902
## convicted_fraud                                                                                                         21.7293
## convicted_judgment_in_arrears                                                                                           82.3511
## convicted_abuse_in_close_relationships                                                                                  56.5916
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                                15.0487
## convicted_violation_of_police_act                                                                                       21.3003
## convicted_serious_fraud                                                                                                 35.5727
## convicted_disorderly_conduct                                                                                            32.9862
## convicted_minor_theft                                                                                                   33.0457
## convicted_unauthorized_entry_or_stay                                                                                    30.8550
## convicted_theft_of_motor_vehicles_etc                                                                                   65.1521
## convicted_road_traffic_act_other_4                                                                                      32.8684
## convicted_incorrect_explanation                                                                                         29.8364
## convicted_document_forgery                                                                                              39.4597
## convicted_breach_of_the_duty_of_identification                                                                          35.9856
## convicted_violation_in_prison                                                                                           28.1549
## mitigating_any                                                                                                          30.8348
## aggravating_any                                                                                                         28.2473
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                  23.7628
## convicted_bodily_injury:mitigating_any                                                                                  27.5735
## convicted_drug_offense:mitigating_any                                                                                   33.8280
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                               21.9829
## convicted_participation:mitigating_any                                                                                  62.5212
## convicted_courtesy:mitigating_any                                                                                       41.0774
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                             30.8188
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                             14.1368
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                       185.2305
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                         187.1771
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any     21.5608
## convicted_road_traffic_act_other_1:mitigating_any                                                                       70.5025
## convicted_violating_traffic_signage_act:mitigating_any                                                                  70.1902
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                        12.0380
## convicted_assault_and_battery:mitigating_any                                                                            21.9884
## convicted_reckless_behavior:mitigating_any                                                                              25.7942
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                        26.8829
## convicted_damage:mitigating_any                                                                                         20.7762
## convicted_threats:mitigating_any                                                                                        21.0818
## convicted_grievous_bodily_harm:mitigating_any                                                                          132.0534
## convicted_serious_drug_offense:mitigating_any                                                                          142.2714
## convicted_aggravated_assault:mitigating_any                                                                             42.1482
## convicted_intention_of_committing_an_offens:mitigating_any                                                              62.1795
## convicted_theft:mitigating_any                                                                                          24.4653
## convicted_road_traffic_act_other_5:mitigating_any                                                                       30.2363
## convicted_violating_basic_traffic_rules:mitigating_any                                                                  17.4744
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                    12.3315
## convicted_obstruction_of_a_public_official:mitigating_any                                                               16.5535
## convicted_aggravated_theft:mitigating_any                                                                               62.7157
## convicted_fraud:mitigating_any                                                                                          29.2888
## convicted_judgment_in_arrears:mitigating_any                                                                            85.6097
## convicted_abuse_in_close_relationships:mitigating_any                                                                   89.7432
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any                 19.4788
## convicted_violation_of_police_act:mitigating_any                                                                        27.2467
## convicted_serious_fraud:mitigating_any                                                                                  42.8351
## convicted_disorderly_conduct:mitigating_any                                                                             25.3468
## convicted_minor_theft:mitigating_any                                                                                    38.2300
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                     36.8791
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                    45.3598
## convicted_road_traffic_act_other_4:mitigating_any                                                                       32.8620
## convicted_incorrect_explanation:mitigating_any                                                                          39.3860
## convicted_document_forgery:mitigating_any                                                                               44.9975
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                           22.2990
## convicted_violation_in_prison:mitigating_any                                                                            39.1007
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                                 27.7105
## convicted_bodily_injury:aggravating_any                                                                                 27.6385
## convicted_drug_offense:aggravating_any                                                                                  53.1659
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                              28.5716
## convicted_participation:aggravating_any                                                                                 92.5692
## convicted_courtesy:aggravating_any                                                                                      39.0427
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                            27.6726
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                            12.9670
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                       49.7571
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                         49.7540
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any    37.5328
## convicted_road_traffic_act_other_1:aggravating_any                                                                      69.7761
## convicted_violating_traffic_signage_act:aggravating_any                                                                 69.5809
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                       19.1483
## convicted_assault_and_battery:aggravating_any                                                                           19.7325
## convicted_reckless_behavior:aggravating_any                                                                             30.8591
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                       31.0333
## convicted_damage:aggravating_any                                                                                        22.0515
## convicted_threats:aggravating_any                                                                                       27.1359
## convicted_grievous_bodily_harm:aggravating_any                                                                         101.7950
## convicted_serious_drug_offense:aggravating_any                                                                         184.5051
## convicted_aggravated_assault:aggravating_any                                                                            46.1302
## convicted_intention_of_committing_an_offens:aggravating_any                                                             80.8243
## convicted_theft:aggravating_any                                                                                         28.0662
## convicted_road_traffic_act_other_5:aggravating_any                                                                      39.2679
## convicted_violating_basic_traffic_rules:aggravating_any                                                                 15.5812
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                   13.8257
## convicted_obstruction_of_a_public_official:aggravating_any                                                              22.1925
## convicted_aggravated_theft:aggravating_any                                                                              59.4411
## convicted_fraud:aggravating_any                                                                                         29.7974
## convicted_judgment_in_arrears:aggravating_any                                                                          112.1344
## convicted_abuse_in_close_relationships:aggravating_any                                                                  77.0171
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any                20.8601
## convicted_violation_of_police_act:aggravating_any                                                                       23.7786
## convicted_serious_fraud:aggravating_any                                                                                 39.6909
## convicted_disorderly_conduct:aggravating_any                                                                            41.4999
## convicted_minor_theft:aggravating_any                                                                                   38.5595
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                    38.7508
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                   67.8631
## convicted_road_traffic_act_other_4:aggravating_any                                                                      34.7816
## convicted_incorrect_explanation:aggravating_any                                                                         40.6353
## convicted_document_forgery:aggravating_any                                                                              49.0048
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                          36.3785
## convicted_violation_in_prison:aggravating_any                                                                           34.1548
##                                                                                                                        t value
## (Intercept)                                                                                                           0.921640
## defendant_age                                                                                                         3.648299
## defendant_is_woman                                                                                                   -3.206003
## defendant_some_foreign_background                                                                                    -0.129584
## defendant_log_net_income                                                                                             -1.887788
## case_is_not_oslo                                                                                                      0.209654
## defendant_is_married                                                                                                  0.699882
## judge_age                                                                                                             2.897148
## judge_is_woman                                                                                                        0.213187
## judge_some_foreign_background                                                                                        -1.322522
## judge_log_net_income                                                                                                 -1.076792
## judge_is_married                                                                                                      0.922612
## convicted_stay_of_execution_.conditional_imprisonment_.                                                               0.847461
## convicted_bodily_injury                                                                                               2.597971
## convicted_drug_offense                                                                                               -0.184119
## convicted_illegal_arming_in_a_public_place                                                                            0.347123
## convicted_participation                                                                                               1.459086
## convicted_courtesy                                                                                                   -1.124260
## convicted_general_violation_of_traffic_act_1                                                                         -1.271143
## convicted_drinking_within_six_hours_of_traffic_investigation                                                          1.897427
## convicted_acquisition_possession_and_use_of_drugs                                                                     1.113234
## convicted_section_24_of_the_medicines_act_other                                                                      -1.161142
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                  2.261781
## convicted_road_traffic_act_other_1                                                                                   -0.668519
## convicted_violating_traffic_signage_act                                                                               0.615171
## convicted_temporary_suspension_of_driving_lisence                                                                     0.140302
## convicted_assault_and_battery                                                                                         0.561020
## convicted_reckless_behavior                                                                                           0.797481
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     0.441841
## convicted_damage                                                                                                      0.344854
## convicted_threats                                                                                                    -0.357219
## convicted_grievous_bodily_harm                                                                                        2.066370
## convicted_serious_drug_offense                                                                                        4.666492
## convicted_aggravated_assault                                                                                         -0.493220
## convicted_intention_of_committing_an_offens                                                                           0.507610
## convicted_theft                                                                                                      -1.925014
## convicted_road_traffic_act_other_5                                                                                    1.713564
## convicted_violating_basic_traffic_rules                                                                              -1.622969
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                -0.538767
## convicted_obstruction_of_a_public_official                                                                           -1.629373
## convicted_aggravated_theft                                                                                            1.484469
## convicted_fraud                                                                                                       0.476999
## convicted_judgment_in_arrears                                                                                         0.907230
## convicted_abuse_in_close_relationships                                                                                1.584526
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             -0.734823
## convicted_violation_of_police_act                                                                                    -0.396414
## convicted_serious_fraud                                                                                               1.960783
## convicted_disorderly_conduct                                                                                         -2.066052
## convicted_minor_theft                                                                                                 0.718482
## convicted_unauthorized_entry_or_stay                                                                                 -0.057130
## convicted_theft_of_motor_vehicles_etc                                                                                 0.604555
## convicted_road_traffic_act_other_4                                                                                   -0.481063
## convicted_incorrect_explanation                                                                                      -1.762260
## convicted_document_forgery                                                                                            0.237704
## convicted_breach_of_the_duty_of_identification                                                                        0.215041
## convicted_violation_in_prison                                                                                        -0.710816
## mitigating_any                                                                                                        1.858776
## aggravating_any                                                                                                       2.257448
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                               -1.411800
## convicted_bodily_injury:mitigating_any                                                                               -1.152150
## convicted_drug_offense:mitigating_any                                                                                -1.630036
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                            -0.684224
## convicted_participation:mitigating_any                                                                                0.686116
## convicted_courtesy:mitigating_any                                                                                     0.307301
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          -1.510519
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                           0.117497
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     -1.550745
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                        1.514672
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any   0.856963
## convicted_road_traffic_act_other_1:mitigating_any                                                                     0.786669
## convicted_violating_traffic_signage_act:mitigating_any                                                               -0.669468
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                     -0.825773
## convicted_assault_and_battery:mitigating_any                                                                         -1.883395
## convicted_reckless_behavior:mitigating_any                                                                           -1.510543
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                      2.172567
## convicted_damage:mitigating_any                                                                                      -0.224761
## convicted_threats:mitigating_any                                                                                     -2.188202
## convicted_grievous_bodily_harm:mitigating_any                                                                        -1.046585
## convicted_serious_drug_offense:mitigating_any                                                                         0.175190
## convicted_aggravated_assault:mitigating_any                                                                          -0.489124
## convicted_intention_of_committing_an_offens:mitigating_any                                                            0.516042
## convicted_theft:mitigating_any                                                                                       -0.855868
## convicted_road_traffic_act_other_5:mitigating_any                                                                    -0.009644
## convicted_violating_basic_traffic_rules:mitigating_any                                                                0.774180
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                  0.262638
## convicted_obstruction_of_a_public_official:mitigating_any                                                             0.759727
## convicted_aggravated_theft:mitigating_any                                                                            -0.914969
## convicted_fraud:mitigating_any                                                                                       -2.429539
## convicted_judgment_in_arrears:mitigating_any                                                                         -0.223584
## convicted_abuse_in_close_relationships:mitigating_any                                                                -0.113125
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any              -1.593769
## convicted_violation_of_police_act:mitigating_any                                                                      0.494874
## convicted_serious_fraud:mitigating_any                                                                               -0.237039
## convicted_disorderly_conduct:mitigating_any                                                                          -1.430385
## convicted_minor_theft:mitigating_any                                                                                  0.555389
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                  -0.549025
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                 -0.782826
## convicted_road_traffic_act_other_4:mitigating_any                                                                     0.077754
## convicted_incorrect_explanation:mitigating_any                                                                       -0.086180
## convicted_document_forgery:mitigating_any                                                                             1.833143
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                        -0.661330
## convicted_violation_in_prison:mitigating_any                                                                         -1.024358
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                              -0.029726
## convicted_bodily_injury:aggravating_any                                                                               0.333893
## convicted_drug_offense:aggravating_any                                                                                0.464650
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                            0.363545
## convicted_participation:aggravating_any                                                                              -1.499815
## convicted_courtesy:aggravating_any                                                                                    1.917149
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         -1.612344
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                         -1.251423
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                     0.431649
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                      -0.185504
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -2.077319
## convicted_road_traffic_act_other_1:aggravating_any                                                                    0.523659
## convicted_violating_traffic_signage_act:aggravating_any                                                              -0.631669
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                     2.029602
## convicted_assault_and_battery:aggravating_any                                                                        -0.745855
## convicted_reckless_behavior:aggravating_any                                                                          -0.622283
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                    -0.151190
## convicted_damage:aggravating_any                                                                                      0.371573
## convicted_threats:aggravating_any                                                                                     1.387012
## convicted_grievous_bodily_harm:aggravating_any                                                                        2.327347
## convicted_serious_drug_offense:aggravating_any                                                                       -1.745640
## convicted_aggravated_assault:aggravating_any                                                                          1.358770
## convicted_intention_of_committing_an_offens:aggravating_any                                                          -0.481254
## convicted_theft:aggravating_any                                                                                       1.520265
## convicted_road_traffic_act_other_5:aggravating_any                                                                   -0.670559
## convicted_violating_basic_traffic_rules:aggravating_any                                                               1.759916
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                 0.337783
## convicted_obstruction_of_a_public_official:aggravating_any                                                            1.053902
## convicted_aggravated_theft:aggravating_any                                                                            0.067731
## convicted_fraud:aggravating_any                                                                                       0.759147
## convicted_judgment_in_arrears:aggravating_any                                                                        -0.477669
## convicted_abuse_in_close_relationships:aggravating_any                                                                3.697229
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any             -0.818229
## convicted_violation_of_police_act:aggravating_any                                                                    -0.502618
## convicted_serious_fraud:aggravating_any                                                                               0.073102
## convicted_disorderly_conduct:aggravating_any                                                                          1.269666
## convicted_minor_theft:aggravating_any                                                                                -0.700448
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                  0.192917
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                 0.721398
## convicted_road_traffic_act_other_4:aggravating_any                                                                    1.366145
## convicted_incorrect_explanation:aggravating_any                                                                      -1.000676
## convicted_document_forgery:aggravating_any                                                                            0.269260
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                        0.024674
## convicted_violation_in_prison:aggravating_any                                                                        -1.106454
##                                                                                                                       Pr(>|t|)
## (Intercept)                                                                                                          3.909e-01
## defendant_age                                                                                                        3.096e-04
## defendant_is_woman                                                                                                   1.523e-03
## defendant_some_foreign_background                                                                                    8.970e-01
## defendant_log_net_income                                                                                             6.004e-02
## case_is_not_oslo                                                                                                     8.342e-01
## defendant_is_married                                                                                                 4.848e-01
## judge_age                                                                                                            4.916e-03
## judge_is_woman                                                                                                       8.313e-01
## judge_some_foreign_background                                                                                        2.021e-01
## judge_log_net_income                                                                                                 3.300e-01
## judge_is_married                                                                                                     3.572e-01
## convicted_stay_of_execution_.conditional_imprisonment_.                                                              4.012e-01
## convicted_bodily_injury                                                                                              1.125e-02
## convicted_drug_offense                                                                                               8.543e-01
## convicted_illegal_arming_in_a_public_place                                                                           7.315e-01
## convicted_participation                                                                                              1.509e-01
## convicted_courtesy                                                                                                   2.730e-01
## convicted_general_violation_of_traffic_act_1                                                                         2.067e-01
## convicted_drinking_within_six_hours_of_traffic_investigation                                                         6.081e-02
## convicted_acquisition_possession_and_use_of_drugs                                                                    3.454e-01
## convicted_section_24_of_the_medicines_act_other                                                                      3.268e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                 2.506e-02
## convicted_road_traffic_act_other_1                                                                                   5.621e-01
## convicted_violating_traffic_signage_act                                                                              5.903e-01
## convicted_temporary_suspension_of_driving_lisence                                                                    8.888e-01
## convicted_assault_and_battery                                                                                        5.762e-01
## convicted_reckless_behavior                                                                                          4.321e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                    6.622e-01
## convicted_damage                                                                                                     7.326e-01
## convicted_threats                                                                                                    7.223e-01
## convicted_grievous_bodily_harm                                                                                       6.160e-02
## convicted_serious_drug_offense                                                                                       4.661e-05
## convicted_aggravated_assault                                                                                         6.274e-01
## convicted_intention_of_committing_an_offens                                                                          6.214e-01
## convicted_theft                                                                                                      5.931e-02
## convicted_road_traffic_act_other_5                                                                                   1.051e-01
## convicted_violating_basic_traffic_rules                                                                              1.107e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                5.921e-01
## convicted_obstruction_of_a_public_official                                                                           1.132e-01
## convicted_aggravated_theft                                                                                           1.529e-01
## convicted_fraud                                                                                                      6.361e-01
## convicted_judgment_in_arrears                                                                                        3.759e-01
## convicted_abuse_in_close_relationships                                                                               1.416e-01
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             4.635e-01
## convicted_violation_of_police_act                                                                                    6.961e-01
## convicted_serious_fraud                                                                                              5.733e-02
## convicted_disorderly_conduct                                                                                         4.953e-02
## convicted_minor_theft                                                                                                4.817e-01
## convicted_unauthorized_entry_or_stay                                                                                 9.551e-01
## convicted_theft_of_motor_vehicles_etc                                                                                5.540e-01
## convicted_road_traffic_act_other_4                                                                                   6.426e-01
## convicted_incorrect_explanation                                                                                      8.322e-02
## convicted_document_forgery                                                                                           8.177e-01
## convicted_breach_of_the_duty_of_identification                                                                       8.339e-01
## convicted_violation_in_prison                                                                                        4.894e-01
## mitigating_any                                                                                                       6.409e-02
## aggravating_any                                                                                                      2.499e-02
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                               1.624e-01
## convicted_bodily_injury:mitigating_any                                                                               2.515e-01
## convicted_drug_offense:mitigating_any                                                                                1.047e-01
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                            4.952e-01
## convicted_participation:mitigating_any                                                                               4.944e-01
## convicted_courtesy:mitigating_any                                                                                    7.596e-01
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          1.327e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                          9.066e-01
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     1.610e-01
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                       1.676e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any  3.922e-01
## convicted_road_traffic_act_other_1:mitigating_any                                                                    4.754e-01
## convicted_violating_traffic_signage_act:mitigating_any                                                               5.376e-01
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                     4.097e-01
## convicted_assault_and_battery:mitigating_any                                                                         6.086e-02
## convicted_reckless_behavior:mitigating_any                                                                           1.356e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                     3.200e-02
## convicted_damage:mitigating_any                                                                                      8.226e-01
## convicted_threats:mitigating_any                                                                                     3.012e-02
## convicted_grievous_bodily_harm:mitigating_any                                                                        3.050e-01
## convicted_serious_drug_offense:mitigating_any                                                                        8.614e-01
## convicted_aggravated_assault:mitigating_any                                                                          6.272e-01
## convicted_intention_of_committing_an_offens:mitigating_any                                                           6.091e-01
## convicted_theft:mitigating_any                                                                                       3.939e-01
## convicted_road_traffic_act_other_5:mitigating_any                                                                    9.923e-01
## convicted_violating_basic_traffic_rules:mitigating_any                                                               4.400e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                 7.933e-01
## convicted_obstruction_of_a_public_official:mitigating_any                                                            4.489e-01
## convicted_aggravated_theft:mitigating_any                                                                            3.634e-01
## convicted_fraud:mitigating_any                                                                                       1.726e-02
## convicted_judgment_in_arrears:mitigating_any                                                                         8.241e-01
## convicted_abuse_in_close_relationships:mitigating_any                                                                9.105e-01
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any              1.123e-01
## convicted_violation_of_police_act:mitigating_any                                                                     6.216e-01
## convicted_serious_fraud:mitigating_any                                                                               8.133e-01
## convicted_disorderly_conduct:mitigating_any                                                                          1.554e-01
## convicted_minor_theft:mitigating_any                                                                                 5.799e-01
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                  5.855e-01
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                 4.372e-01
## convicted_road_traffic_act_other_4:mitigating_any                                                                    9.384e-01
## convicted_incorrect_explanation:mitigating_any                                                                       9.315e-01
## convicted_document_forgery:mitigating_any                                                                            7.615e-02
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                        5.108e-01
## convicted_violation_in_prison:mitigating_any                                                                         3.126e-01
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                              9.764e-01
## convicted_bodily_injury:aggravating_any                                                                              7.391e-01
## convicted_drug_offense:aggravating_any                                                                               6.428e-01
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                           7.188e-01
## convicted_participation:aggravating_any                                                                              1.385e-01
## convicted_courtesy:aggravating_any                                                                                   6.278e-02
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         1.092e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                         2.128e-01
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                    7.054e-01
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                      8.684e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 3.902e-02
## convicted_road_traffic_act_other_1:aggravating_any                                                                   6.275e-01
## convicted_violating_traffic_signage_act:aggravating_any                                                              5.594e-01
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                    4.461e-02
## convicted_assault_and_battery:aggravating_any                                                                        4.571e-01
## convicted_reckless_behavior:aggravating_any                                                                          5.372e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                    8.806e-01
## convicted_damage:aggravating_any                                                                                     7.121e-01
## convicted_threats:aggravating_any                                                                                    1.690e-01
## convicted_grievous_bodily_harm:aggravating_any                                                                       2.825e-02
## convicted_serious_drug_offense:aggravating_any                                                                       8.512e-02
## convicted_aggravated_assault:aggravating_any                                                                         1.814e-01
## convicted_intention_of_committing_an_offens:aggravating_any                                                          6.387e-01
## convicted_theft:aggravating_any                                                                                      1.318e-01
## convicted_road_traffic_act_other_5:aggravating_any                                                                   5.103e-01
## convicted_violating_basic_traffic_rules:aggravating_any                                                              8.278e-02
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                7.363e-01
## convicted_obstruction_of_a_public_official:aggravating_any                                                           2.973e-01
## convicted_aggravated_theft:aggravating_any                                                                           9.465e-01
## convicted_fraud:aggravating_any                                                                                      4.502e-01
## convicted_judgment_in_arrears:aggravating_any                                                                        6.362e-01
## convicted_abuse_in_close_relationships:aggravating_any                                                               1.451e-03
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any             4.142e-01
## convicted_violation_of_police_act:aggravating_any                                                                    6.195e-01
## convicted_serious_fraud:aggravating_any                                                                              9.419e-01
## convicted_disorderly_conduct:aggravating_any                                                                         2.125e-01
## convicted_minor_theft:aggravating_any                                                                                4.894e-01
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                 8.484e-01
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                4.800e-01
## convicted_road_traffic_act_other_4:aggravating_any                                                                   2.017e-01
## convicted_incorrect_explanation:aggravating_any                                                                      3.195e-01
## convicted_document_forgery:aggravating_any                                                                           7.920e-01
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                       9.807e-01
## convicted_violation_in_prison:aggravating_any                                                                        2.793e-01
##                                                                                                                       CI Lower
## (Intercept)                                                                                                          -288.2396
## defendant_age                                                                                                           0.4844
## defendant_is_woman                                                                                                    -42.0294
## defendant_some_foreign_background                                                                                     -21.3151
## defendant_log_net_income                                                                                               -5.0562
## case_is_not_oslo                                                                                                      -24.1312
## defendant_is_married                                                                                                  -23.0178
## judge_age                                                                                                               0.3586
## judge_is_woman                                                                                                        -14.0765
## judge_some_foreign_background                                                                                         -49.8482
## judge_log_net_income                                                                                                  -54.2759
## judge_is_married                                                                                                       -9.9638
## convicted_stay_of_execution_.conditional_imprisonment_.                                                               -20.4238
## convicted_bodily_injury                                                                                                11.8872
## convicted_drug_offense                                                                                                -77.8679
## convicted_illegal_arming_in_a_public_place                                                                            -43.6678
## convicted_participation                                                                                               -38.8507
## convicted_courtesy                                                                                                    -81.0910
## convicted_general_violation_of_traffic_act_1                                                                          -59.6120
## convicted_drinking_within_six_hours_of_traffic_investigation                                                           -0.6829
## convicted_acquisition_possession_and_use_of_drugs                                                                    -389.3110
## convicted_section_24_of_the_medicines_act_other                                                                      -814.7224
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                    8.1555
## convicted_road_traffic_act_other_1                                                                                   -239.5933
## convicted_violating_traffic_signage_act                                                                              -162.7565
## convicted_temporary_suspension_of_driving_lisence                                                                     -28.6883
## convicted_assault_and_battery                                                                                         -20.4423
## convicted_reckless_behavior                                                                                           -34.6167
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     -42.9498
## convicted_damage                                                                                                      -29.5428
## convicted_threats                                                                                                     -46.5894
## convicted_grievous_bodily_harm                                                                                        -11.9920
## convicted_serious_drug_offense                                                                                        373.8391
## convicted_aggravated_assault                                                                                          -94.1068
## convicted_intention_of_committing_an_offens                                                                          -154.9363
## convicted_theft                                                                                                       -94.8438
## convicted_road_traffic_act_other_5                                                                                    -14.8363
## convicted_violating_basic_traffic_rules                                                                               -46.6139
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                 -20.5339
## convicted_obstruction_of_a_public_official                                                                            -66.0116
## convicted_aggravated_theft                                                                                            -35.1757
## convicted_fraud                                                                                                       -33.6244
## convicted_judgment_in_arrears                                                                                         -97.9250
## convicted_abuse_in_close_relationships                                                                                -34.9998
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                              -40.7791
## convicted_violation_of_police_act                                                                                     -52.9579
## convicted_serious_fraud                                                                                                -2.2852
## convicted_disorderly_conduct                                                                                         -136.1504
## convicted_minor_theft                                                                                                 -45.6725
## convicted_unauthorized_entry_or_stay                                                                                  -66.7767
## convicted_theft_of_motor_vehicles_etc                                                                                 -98.8501
## convicted_road_traffic_act_other_4                                                                                    -90.8290
## convicted_incorrect_explanation                                                                                      -112.2861
## convicted_document_forgery                                                                                            -80.6977
## convicted_breach_of_the_duty_of_identification                                                                        -71.9572
## convicted_violation_in_prison                                                                                         -80.6509
## mitigating_any                                                                                                         -3.3771
## aggravating_any                                                                                                         8.0866
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                -80.9287
## convicted_bodily_injury:mitigating_any                                                                                -86.3412
## convicted_drug_offense:mitigating_any                                                                                -121.8619
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                             -58.5983
## convicted_participation:mitigating_any                                                                                -81.2841
## convicted_courtesy:mitigating_any                                                                                     -69.4750
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          -107.3638
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                           -26.2315
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     -717.1911
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                       -146.7530
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any   -23.9643
## convicted_road_traffic_act_other_1:mitigating_any                                                                    -140.0759
## convicted_violating_traffic_signage_act:mitigating_any                                                               -237.0009
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                      -33.6449
## convicted_assault_and_battery:mitigating_any                                                                          -84.7284
## convicted_reckless_behavior:mitigating_any                                                                            -90.4542
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                        5.1180
## convicted_damage:mitigating_any                                                                                       -45.8670
## convicted_threats:mitigating_any                                                                                      -87.7684
## convicted_grievous_bodily_harm:mitigating_any                                                                        -409.8068
## convicted_serious_drug_offense:mitigating_any                                                                        -258.5310
## convicted_aggravated_assault:mitigating_any                                                                          -105.5541
## convicted_intention_of_committing_an_offens:mitigating_any                                                            -94.2147
## convicted_theft:mitigating_any                                                                                        -69.4225
## convicted_road_traffic_act_other_5:mitigating_any                                                                     -60.3849
## convicted_violating_basic_traffic_rules:mitigating_any                                                                -20.9997
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                  -21.1735
## convicted_obstruction_of_a_public_official:mitigating_any                                                             -20.1962
## convicted_aggravated_theft:mitigating_any                                                                            -182.5177
## convicted_fraud:mitigating_any                                                                                       -129.4068
## convicted_judgment_in_arrears:mitigating_any                                                                         -191.5881
## convicted_abuse_in_close_relationships:mitigating_any                                                                -191.4885
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any               -69.4087
## convicted_violation_of_police_act:mitigating_any                                                                      -40.4678
## convicted_serious_fraud:mitigating_any                                                                                -95.4587
## convicted_disorderly_conduct:mitigating_any                                                                           -86.4864
## convicted_minor_theft:mitigating_any                                                                                  -54.6143
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                   -94.3383
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                 -126.4937
## convicted_road_traffic_act_other_4:mitigating_any                                                                     -63.6751
## convicted_incorrect_explanation:mitigating_any                                                                        -81.5674
## convicted_document_forgery:mitigating_any                                                                              -9.1901
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                         -59.2967
## convicted_violation_in_prison:mitigating_any                                                                         -119.3866
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                               -56.2078
## convicted_bodily_injury:aggravating_any                                                                               -45.5167
## convicted_drug_offense:aggravating_any                                                                                -80.3005
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                            -47.9675
## convicted_participation:aggravating_any                                                                              -323.6835
## convicted_courtesy:aggravating_any                                                                                     -4.1949
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                          -99.3487
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                          -41.8587
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                    -178.6563
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                      -203.6400
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -151.9689
## convicted_road_traffic_act_other_1:aggravating_any                                                                   -155.1983
## convicted_violating_traffic_signage_act:aggravating_any                                                              -231.4519
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                       0.9514
## convicted_assault_and_battery:aggravating_any                                                                         -53.7429
## convicted_reckless_behavior:aggravating_any                                                                           -81.5126
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                     -67.3698
## convicted_damage:aggravating_any                                                                                      -36.2970
## convicted_threats:aggravating_any                                                                                     -16.3113
## convicted_grievous_bodily_harm:aggravating_any                                                                         27.3641
## convicted_serious_drug_offense:aggravating_any                                                                       -689.8478
## convicted_aggravated_assault:aggravating_any                                                                          -30.3843
## convicted_intention_of_committing_an_offens:aggravating_any                                                          -214.3306
## convicted_theft:aggravating_any                                                                                       -13.0610
## convicted_road_traffic_act_other_5:aggravating_any                                                                   -108.3142
## convicted_violating_basic_traffic_rules:aggravating_any                                                                -3.6528
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                 -22.7911
## convicted_obstruction_of_a_public_official:aggravating_any                                                            -21.2471
## convicted_aggravated_theft:aggravating_any                                                                           -117.5543
## convicted_fraud:aggravating_any                                                                                       -36.7524
## convicted_judgment_in_arrears:aggravating_any                                                                        -282.1508
## convicted_abuse_in_close_relationships:aggravating_any                                                                123.9617
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any              -58.1917
## convicted_violation_of_police_act:aggravating_any                                                                     -60.8781
## convicted_serious_fraud:aggravating_any                                                                               -75.9269
## convicted_disorderly_conduct:aggravating_any                                                                          -31.5308
## convicted_minor_theft:aggravating_any                                                                                -105.9890
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                  -71.8624
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                 -93.7274
## convicted_road_traffic_act_other_4:aggravating_any                                                                    -29.9225
## convicted_incorrect_explanation:aggravating_any                                                                      -121.3176
## convicted_document_forgery:aggravating_any                                                                            -92.8306
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                        -77.9962
## convicted_violation_in_prison:aggravating_any                                                                        -108.2293
##                                                                                                                      CI Upper
## (Intercept)                                                                                                          642.1607
## defendant_age                                                                                                          1.6187
## defendant_is_woman                                                                                                   -10.0408
## defendant_some_foreign_background                                                                                     18.6807
## defendant_log_net_income                                                                                               0.1053
## case_is_not_oslo                                                                                                      29.8548
## defendant_is_married                                                                                                  48.3450
## judge_age                                                                                                              1.9360
## judge_is_woman                                                                                                        17.4985
## judge_some_foreign_background                                                                                         11.2877
## judge_log_net_income                                                                                                  22.1229
## judge_is_married                                                                                                      27.5146
## convicted_stay_of_execution_.conditional_imprisonment_.                                                               50.0945
## convicted_bodily_injury                                                                                               89.9527
## convicted_drug_offense                                                                                                64.6312
## convicted_illegal_arming_in_a_public_place                                                                            61.3441
## convicted_participation                                                                                              244.8429
## convicted_courtesy                                                                                                    24.0751
## convicted_general_violation_of_traffic_act_1                                                                          13.0675
## convicted_drinking_within_six_hours_of_traffic_investigation                                                          30.1881
## convicted_acquisition_possession_and_use_of_drugs                                                                    814.9606
## convicted_section_24_of_the_medicines_act_other                                                                      372.4129
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                 120.4678
## convicted_road_traffic_act_other_1                                                                                   165.7740
## convicted_violating_traffic_signage_act                                                                              229.7772
## convicted_temporary_suspension_of_driving_lisence                                                                     33.0435
## convicted_assault_and_battery                                                                                         36.5354
## convicted_reckless_behavior                                                                                           78.6666
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     66.4736
## convicted_damage                                                                                                      41.5474
## convicted_threats                                                                                                     32.4870
## convicted_grievous_bodily_harm                                                                                       432.2360
## convicted_serious_drug_offense                                                                                       950.7789
## convicted_aggravated_assault                                                                                          58.1849
## convicted_intention_of_committing_an_offens                                                                          248.3767
## convicted_theft                                                                                                        1.8889
## convicted_road_traffic_act_other_5                                                                                   142.2767
## convicted_violating_basic_traffic_rules                                                                                4.9363
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                 11.8256
## convicted_obstruction_of_a_public_official                                                                             7.3610
## convicted_aggravated_theft                                                                                           209.7200
## convicted_fraud                                                                                                       54.3541
## convicted_judgment_in_arrears                                                                                        247.3477
## convicted_abuse_in_close_relationships                                                                               214.3418
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                              18.6629
## convicted_violation_of_police_act                                                                                     36.0704
## convicted_serious_fraud                                                                                              141.7860
## convicted_disorderly_conduct                                                                                          -0.1519
## convicted_minor_theft                                                                                                 93.1580
## convicted_unauthorized_entry_or_stay                                                                                  63.2512
## convicted_theft_of_motor_vehicles_etc                                                                                177.6263
## convicted_road_traffic_act_other_4                                                                                    59.2055
## convicted_incorrect_explanation                                                                                        7.1271
## convicted_document_forgery                                                                                            99.4572
## convicted_breach_of_the_duty_of_identification                                                                        87.4340
## convicted_violation_in_prison                                                                                         40.6250
## mitigating_any                                                                                                       118.0071
## aggravating_any                                                                                                      119.4472
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                13.8321
## convicted_bodily_injury:mitigating_any                                                                                22.8036
## convicted_drug_offense:mitigating_any                                                                                 11.5802
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                             28.5159
## convicted_participation:mitigating_any                                                                               167.0776
## convicted_courtesy:mitigating_any                                                                                     94.7212
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                           14.2591
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                           29.5535
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     142.7008
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                       713.7767
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any   60.9179
## convicted_road_traffic_act_other_1:mitigating_any                                                                    251.0001
## convicted_violating_traffic_signage_act:mitigating_any                                                               143.0206
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                      13.7636
## convicted_assault_and_battery:mitigating_any                                                                           1.9028
## convicted_reckless_behavior:mitigating_any                                                                            12.5277
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                     111.6919
## convicted_damage:mitigating_any                                                                                       36.5277
## convicted_threats:mitigating_any                                                                                      -4.4940
## convicted_grievous_bodily_harm:mitigating_any                                                                        133.3967
## convicted_serious_drug_offense:mitigating_any                                                                        308.3799
## convicted_aggravated_assault:mitigating_any                                                                           64.3227
## convicted_intention_of_committing_an_offens:mitigating_any                                                           158.3892
## convicted_theft:mitigating_any                                                                                        27.5443
## convicted_road_traffic_act_other_5:mitigating_any                                                                     59.8017
## convicted_violating_basic_traffic_rules:mitigating_any                                                                48.0563
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                  27.6509
## convicted_obstruction_of_a_public_official:mitigating_any                                                             45.3485
## convicted_aggravated_theft:mitigating_any                                                                             67.7519
## convicted_fraud:mitigating_any                                                                                       -12.9097
## convicted_judgment_in_arrears:mitigating_any                                                                         153.3062
## convicted_abuse_in_close_relationships:mitigating_any                                                                171.1840
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any                7.3194
## convicted_violation_of_police_act:mitigating_any                                                                      67.4352
## convicted_serious_fraud:mitigating_any                                                                                75.1516
## convicted_disorderly_conduct:mitigating_any                                                                           13.9750
## convicted_minor_theft:mitigating_any                                                                                  97.0793
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                   53.8432
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                  55.4761
## convicted_road_traffic_act_other_4:mitigating_any                                                                     68.7855
## convicted_incorrect_explanation:mitigating_any                                                                        74.7788
## convicted_document_forgery:mitigating_any                                                                            174.1639
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                         29.8028
## convicted_violation_in_prison:mitigating_any                                                                          39.2804
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                               54.5604
## convicted_bodily_injury:aggravating_any                                                                               63.9733
## convicted_drug_offense:aggravating_any                                                                               129.7076
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                            68.7415
## convicted_participation:aggravating_any                                                                               46.0102
## convicted_courtesy:aggravating_any                                                                                   153.8964
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                          10.1133
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                           9.4041
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                    221.6116
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                      185.1809
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any  -3.9663
## convicted_road_traffic_act_other_1:aggravating_any                                                                   228.2760
## convicted_violating_traffic_signage_act:aggravating_any                                                              143.5476
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                     76.7754
## convicted_assault_and_battery:aggravating_any                                                                         24.3078
## convicted_reckless_behavior:aggravating_any                                                                           43.1064
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                     57.9859
## convicted_damage:aggravating_any                                                                                      52.6845
## convicted_threats:aggravating_any                                                                                     91.5871
## convicted_grievous_bodily_harm:aggravating_any                                                                       446.4604
## convicted_serious_drug_offense:aggravating_any                                                                        45.6888
## convicted_aggravated_assault:aggravating_any                                                                         155.7451
## convicted_intention_of_committing_an_offens:aggravating_any                                                          136.5367
## convicted_theft:aggravating_any                                                                                       98.3970
## convicted_road_traffic_act_other_5:aggravating_any                                                                    55.6513
## convicted_violating_basic_traffic_rules:aggravating_any                                                               58.4961
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                 32.1312
## convicted_obstruction_of_a_public_official:aggravating_any                                                            68.0246
## convicted_aggravated_theft:aggravating_any                                                                           125.6063
## convicted_fraud:aggravating_any                                                                                       81.9936
## convicted_judgment_in_arrears:aggravating_any                                                                        175.0245
## convicted_abuse_in_close_relationships:aggravating_any                                                               445.5384
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any              24.0550
## convicted_violation_of_police_act:aggravating_any                                                                     36.9750
## convicted_serious_fraud:aggravating_any                                                                               81.7298
## convicted_disorderly_conduct:aggravating_any                                                                         136.9128
## convicted_minor_theft:aggravating_any                                                                                 51.9711
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                  86.8137
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                191.6399
## convicted_road_traffic_act_other_4:aggravating_any                                                                   124.9560
## convicted_incorrect_explanation:aggravating_any                                                                       39.9921
## convicted_document_forgery:aggravating_any                                                                           119.2207
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                        79.7914
## convicted_violation_in_prison:aggravating_any                                                                         32.6478
##                                                                                                                           DF
## (Intercept)                                                                                                            6.256
## defendant_age                                                                                                        309.745
## defendant_is_woman                                                                                                   248.234
## defendant_some_foreign_background                                                                                    321.996
## defendant_log_net_income                                                                                             292.824
## case_is_not_oslo                                                                                                     136.728
## defendant_is_married                                                                                                 198.160
## judge_age                                                                                                             76.054
## judge_is_woman                                                                                                       335.283
## judge_some_foreign_background                                                                                         18.507
## judge_log_net_income                                                                                                   5.079
## judge_is_married                                                                                                     233.785
## convicted_stay_of_execution_.conditional_imprisonment_.                                                               44.956
## convicted_bodily_injury                                                                                               76.465
## convicted_drug_offense                                                                                               108.278
## convicted_illegal_arming_in_a_public_place                                                                            24.381
## convicted_participation                                                                                               49.110
## convicted_courtesy                                                                                                    22.031
## convicted_general_violation_of_traffic_act_1                                                                          96.339
## convicted_drinking_within_six_hours_of_traffic_investigation                                                          94.954
## convicted_acquisition_possession_and_use_of_drugs                                                                      3.056
## convicted_section_24_of_the_medicines_act_other                                                                        3.116
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                 159.379
## convicted_road_traffic_act_other_1                                                                                     2.411
## convicted_violating_traffic_signage_act                                                                                2.473
## convicted_temporary_suspension_of_driving_lisence                                                                     83.892
## convicted_assault_and_battery                                                                                         91.265
## convicted_reckless_behavior                                                                                           27.269
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     26.066
## convicted_damage                                                                                                      30.029
## convicted_threats                                                                                                     56.252
## convicted_grievous_bodily_harm                                                                                        11.734
## convicted_serious_drug_offense                                                                                        33.885
## convicted_aggravated_assault                                                                                          19.273
## convicted_intention_of_committing_an_offens                                                                           11.428
## convicted_theft                                                                                                       55.991
## convicted_road_traffic_act_other_5                                                                                    16.717
## convicted_violating_basic_traffic_rules                                                                               51.174
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                 57.604
## convicted_obstruction_of_a_public_official                                                                            31.437
## convicted_aggravated_theft                                                                                            20.486
## convicted_fraud                                                                                                       37.986
## convicted_judgment_in_arrears                                                                                         18.565
## convicted_abuse_in_close_relationships                                                                                10.919
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             159.053
## convicted_violation_of_police_act                                                                                     19.438
## convicted_serious_fraud                                                                                               37.644
## convicted_disorderly_conduct                                                                                          24.552
## convicted_minor_theft                                                                                                 18.041
## convicted_unauthorized_entry_or_stay                                                                                  17.295
## convicted_theft_of_motor_vehicles_etc                                                                                 15.828
## convicted_road_traffic_act_other_4                                                                                     8.506
## convicted_incorrect_explanation                                                                                       58.807
## convicted_document_forgery                                                                                             8.496
## convicted_breach_of_the_duty_of_identification                                                                        10.470
## convicted_violation_in_prison                                                                                         13.407
## mitigating_any                                                                                                       285.847
## aggravating_any                                                                                                      212.891
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                71.111
## convicted_bodily_injury:mitigating_any                                                                               124.759
## convicted_drug_offense:mitigating_any                                                                                192.536
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                            111.804
## convicted_participation:mitigating_any                                                                                91.534
## convicted_courtesy:mitigating_any                                                                                     62.555
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          180.481
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                          182.616
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                       7.711
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                         8.149
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any  281.194
## convicted_road_traffic_act_other_1:mitigating_any                                                                      4.011
## convicted_violating_traffic_signage_act:mitigating_any                                                                 4.276
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                     260.082
## convicted_assault_and_battery:mitigating_any                                                                         239.166
## convicted_reckless_behavior:mitigating_any                                                                            66.609
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                     107.945
## convicted_damage:mitigating_any                                                                                      104.556
## convicted_threats:mitigating_any                                                                                     158.647
## convicted_grievous_bodily_harm:mitigating_any                                                                         25.685
## convicted_serious_drug_offense:mitigating_any                                                                         74.419
## convicted_aggravated_assault:mitigating_any                                                                           44.106
## convicted_intention_of_committing_an_offens:mitigating_any                                                            34.459
## convicted_theft:mitigating_any                                                                                       110.223
## convicted_road_traffic_act_other_5:mitigating_any                                                                     87.465
## convicted_violating_basic_traffic_rules:mitigating_any                                                               149.866
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                 121.575
## convicted_obstruction_of_a_public_official:mitigating_any                                                            120.897
## convicted_aggravated_theft:mitigating_any                                                                             68.376
## convicted_fraud:mitigating_any                                                                                        83.546
## convicted_judgment_in_arrears:mitigating_any                                                                          44.809
## convicted_abuse_in_close_relationships:mitigating_any                                                                 40.296
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any              249.190
## convicted_violation_of_police_act:mitigating_any                                                                     118.918
## convicted_serious_fraud:mitigating_any                                                                                76.462
## convicted_disorderly_conduct:mitigating_any                                                                          110.151
## convicted_minor_theft:mitigating_any                                                                                 100.047
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                   49.542
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                  52.882
## convicted_road_traffic_act_other_4:mitigating_any                                                                     43.967
## convicted_incorrect_explanation:mitigating_any                                                                        96.736
## convicted_document_forgery:mitigating_any                                                                             31.822
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                         63.816
## convicted_violation_in_prison:mitigating_any                                                                          35.565
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                               62.473
## convicted_bodily_injury:aggravating_any                                                                              115.291
## convicted_drug_offense:aggravating_any                                                                               158.690
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                            29.956
## convicted_participation:aggravating_any                                                                               65.498
## convicted_courtesy:aggravating_any                                                                                    37.886
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         134.144
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                         143.296
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                      2.153
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                        2.228
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 204.298
## convicted_road_traffic_act_other_1:aggravating_any                                                                     4.108
## convicted_violating_traffic_signage_act:aggravating_any                                                                4.331
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                    120.091
## convicted_assault_and_battery:aggravating_any                                                                        134.809
## convicted_reckless_behavior:aggravating_any                                                                           41.258
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                     40.896
## convicted_damage:aggravating_any                                                                                      42.355
## convicted_threats:aggravating_any                                                                                     85.475
## convicted_grievous_bodily_harm:aggravating_any                                                                        25.244
## convicted_serious_drug_offense:aggravating_any                                                                        72.415
## convicted_aggravated_assault:aggravating_any                                                                          42.459
## convicted_intention_of_committing_an_offens:aggravating_any                                                           12.426
## convicted_theft:aggravating_any                                                                                       93.612
## convicted_road_traffic_act_other_5:aggravating_any                                                                    19.732
## convicted_violating_basic_traffic_rules:aggravating_any                                                               70.176
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                 91.455
## convicted_obstruction_of_a_public_official:aggravating_any                                                            47.390
## convicted_aggravated_theft:aggravating_any                                                                            28.948
## convicted_fraud:aggravating_any                                                                                       73.972
## convicted_judgment_in_arrears:aggravating_any                                                                         31.379
## convicted_abuse_in_close_relationships:aggravating_any                                                                19.744
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any             208.875
## convicted_violation_of_police_act:aggravating_any                                                                     25.476
## convicted_serious_fraud:aggravating_any                                                                               92.108
## convicted_disorderly_conduct:aggravating_any                                                                          35.323
## convicted_minor_theft:aggravating_any                                                                                 28.044
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                  28.312
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                 17.811
## convicted_road_traffic_act_other_4:aggravating_any                                                                    10.057
## convicted_incorrect_explanation:aggravating_any                                                                       96.519
## convicted_document_forgery:aggravating_any                                                                            12.813
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                        12.527
## convicted_violation_in_prison:aggravating_any                                                                         24.350
## 
## Multiple R-squared:  0.2766 ,    Adjusted R-squared:  0.2478 
## F-statistic: 10.92 on 145 and 584 DF,  p-value: < 2.2e-16

fit_restricted_dataset <- lm_robust(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short_prison_only, clusters = judge__id)
summary(fit_restricted_dataset)

## 
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days ~ ", 
##     ivs)), data = df_short_prison_only, clusters = judge__id)
## 
## Standard error type:  CR2 
## 
## Coefficients:
##                                                                                                                       Estimate
## (Intercept)                                                                                                           296.1613
## defendant_age                                                                                                           1.0067
## defendant_is_woman                                                                                                    -23.8203
## defendant_some_foreign_background                                                                                       1.5505
## defendant_log_net_income                                                                                               -2.7241
## case_is_not_oslo                                                                                                        3.7360
## defendant_is_married                                                                                                    8.7856
## judge_age                                                                                                               1.4406
## judge_is_woman                                                                                                          4.0595
## judge_some_foreign_background                                                                                         -31.5089
## judge_log_net_income                                                                                                  -23.0026
## judge_is_married                                                                                                        9.8495
## convicted_stay_of_execution_.conditional_imprisonment_.                                                               -10.9952
## convicted_bodily_injury                                                                                                51.3798
## convicted_drug_offense                                                                                                -43.9575
## convicted_illegal_arming_in_a_public_place                                                                             20.8024
## convicted_participation                                                                                                45.4544
## convicted_courtesy                                                                                                     -1.6914
## convicted_general_violation_of_traffic_act_1                                                                          -52.5709
## convicted_drinking_within_six_hours_of_traffic_investigation                                                           14.9216
## convicted_acquisition_possession_and_use_of_drugs                                                                     274.8449
## convicted_section_24_of_the_medicines_act_other                                                                      -304.7976
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                   82.8931
## convicted_road_traffic_act_other_1                                                                                    -72.5341
## convicted_violating_traffic_signage_act                                                                                71.8437
## convicted_temporary_suspension_of_driving_lisence                                                                       1.7973
## convicted_assault_and_battery                                                                                          -0.5278
## convicted_reckless_behavior                                                                                           109.1623
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     -14.9152
## convicted_damage                                                                                                      -20.1303
## convicted_threats                                                                                                     -26.0845
## convicted_grievous_bodily_harm                                                                                        226.5185
## convicted_serious_drug_offense                                                                                        913.1586
## convicted_aggravated_assault                                                                                          -18.6412
## convicted_intention_of_committing_an_offens                                                                            56.3925
## convicted_theft                                                                                                       -34.4388
## convicted_road_traffic_act_other_5                                                                                     80.2026
## convicted_violating_basic_traffic_rules                                                                               -32.1531
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                 -10.9547
## convicted_obstruction_of_a_public_official                                                                            -24.4402
## convicted_aggravated_theft                                                                                             39.9257
## convicted_fraud                                                                                                        25.1095
## convicted_judgment_in_arrears                                                                                          89.1421
## convicted_abuse_in_close_relationships                                                                                123.2679
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                              -38.6925
## convicted_violation_of_police_act                                                                                       8.3211
## convicted_serious_fraud                                                                                               104.7041
## convicted_disorderly_conduct                                                                                          -99.4289
## convicted_minor_theft                                                                                                 -17.1267
## convicted_unauthorized_entry_or_stay                                                                                   -5.5542
## convicted_theft_of_motor_vehicles_etc                                                                                  52.5342
## convicted_road_traffic_act_other_4                                                                                     -4.1747
## convicted_incorrect_explanation                                                                                      -114.1311
## convicted_document_forgery                                                                                             13.8166
## convicted_breach_of_the_duty_of_identification                                                                         25.5736
## convicted_violation_in_prison                                                                                         -38.4637
## mitigating_any                                                                                                         62.1901
## aggravating_any                                                                                                        64.7996
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                -53.9274
## convicted_bodily_injury:mitigating_any                                                                                -50.8359
## convicted_drug_offense:mitigating_any                                                                                 -56.6919
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                              -8.3812
## convicted_participation:mitigating_any                                                                                 92.4406
## convicted_courtesy:mitigating_any                                                                                       4.0477
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                           -48.6997
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                             2.1493
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     -343.2388
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                        333.0294
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any     7.1814
## convicted_road_traffic_act_other_1:mitigating_any                                                                      62.2310
## convicted_violating_traffic_signage_act:mitigating_any                                                                -53.1929
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                       -9.6790
## convicted_assault_and_battery:mitigating_any                                                                          -42.0913
## convicted_reckless_behavior:mitigating_any                                                                            -61.0981
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                       69.0483
## convicted_damage:mitigating_any                                                                                       -11.5396
## convicted_threats:mitigating_any                                                                                      -32.3634
## convicted_grievous_bodily_harm:mitigating_any                                                                        -124.9134
## convicted_serious_drug_offense:mitigating_any                                                                         119.5890
## convicted_aggravated_assault:mitigating_any                                                                             2.9096
## convicted_intention_of_committing_an_offens:mitigating_any                                                             76.4747
## convicted_theft:mitigating_any                                                                                        -28.4439
## convicted_road_traffic_act_other_5:mitigating_any                                                                       9.8975
## convicted_violating_basic_traffic_rules:mitigating_any                                                                 21.7810
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                    5.1643
## convicted_obstruction_of_a_public_official:mitigating_any                                                              27.9777
## convicted_aggravated_theft:mitigating_any                                                                             -57.7299
## convicted_fraud:mitigating_any                                                                                        -86.4199
## convicted_judgment_in_arrears:mitigating_any                                                                          -11.9742
## convicted_abuse_in_close_relationships:mitigating_any                                                                 -30.2355
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any               -29.1560
## convicted_violation_of_police_act:mitigating_any                                                                       15.4851
## convicted_serious_fraud:mitigating_any                                                                                -22.4912
## convicted_disorderly_conduct:mitigating_any                                                                           -44.1503
## convicted_minor_theft:mitigating_any                                                                                   18.2621
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                    -8.6687
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                    0.6958
## convicted_road_traffic_act_other_4:mitigating_any                                                                      -3.3693
## convicted_incorrect_explanation:mitigating_any                                                                         11.2702
## convicted_document_forgery:mitigating_any                                                                             121.3717
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                         -10.2834
## convicted_violation_in_prison:mitigating_any                                                                          -68.8030
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                                20.3620
## convicted_bodily_injury:aggravating_any                                                                                 0.4146
## convicted_drug_offense:aggravating_any                                                                                 71.4350
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                             -7.0530
## convicted_participation:aggravating_any                                                                              -117.3784
## convicted_courtesy:aggravating_any                                                                                     53.5925
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                          -42.2758
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                          -19.2225
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                       9.4049
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                        23.0169
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any  -90.1653
## convicted_road_traffic_act_other_1:aggravating_any                                                                     67.8336
## convicted_violating_traffic_signage_act:aggravating_any                                                               -71.5767
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                      36.5333
## convicted_assault_and_battery:aggravating_any                                                                         -16.3066
## convicted_reckless_behavior:aggravating_any                                                                          -100.7393
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                      10.8317
## convicted_damage:aggravating_any                                                                                       43.3219
## convicted_threats:aggravating_any                                                                                      50.2117
## convicted_grievous_bodily_harm:aggravating_any                                                                        240.0027
## convicted_serious_drug_offense:aggravating_any                                                                       -536.7269
## convicted_aggravated_assault:aggravating_any                                                                           46.5858
## convicted_intention_of_committing_an_offens:aggravating_any                                                           -68.1155
## convicted_theft:aggravating_any                                                                                        32.1618
## convicted_road_traffic_act_other_5:aggravating_any                                                                    -49.8907
## convicted_violating_basic_traffic_rules:aggravating_any                                                                39.0354
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                   8.1554
## convicted_obstruction_of_a_public_official:aggravating_any                                                              8.0851
## convicted_aggravated_theft:aggravating_any                                                                            102.6815
## convicted_fraud:aggravating_any                                                                                         3.3363
## convicted_judgment_in_arrears:aggravating_any                                                                         -99.6787
## convicted_abuse_in_close_relationships:aggravating_any                                                                273.7359
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any               -8.8580
## convicted_violation_of_police_act:aggravating_any                                                                     -46.3799
## convicted_serious_fraud:aggravating_any                                                                                 7.3115
## convicted_disorderly_conduct:aggravating_any                                                                           96.3978
## convicted_minor_theft:aggravating_any                                                                                  11.5126
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                    1.5901
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                  53.2276
## convicted_road_traffic_act_other_4:aggravating_any                                                                     35.1476
## convicted_incorrect_explanation:aggravating_any                                                                       -26.5971
## convicted_document_forgery:aggravating_any                                                                             -9.6220
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                        -22.5337
## convicted_violation_in_prison:aggravating_any                                                                          -0.3920
##                                                                                                                      Std. Error
## (Intercept)                                                                                                            280.3054
## defendant_age                                                                                                            0.3305
## defendant_is_woman                                                                                                       8.6290
## defendant_some_foreign_background                                                                                       11.1901
## defendant_log_net_income                                                                                                 1.5546
## case_is_not_oslo                                                                                                        13.0891
## defendant_is_married                                                                                                    21.0906
## judge_age                                                                                                                0.5107
## judge_is_woman                                                                                                           9.6460
## judge_some_foreign_background                                                                                           17.3775
## judge_log_net_income                                                                                                    21.8581
## judge_is_married                                                                                                        11.1825
## convicted_stay_of_execution_.conditional_imprisonment_.                                                                 22.3471
## convicted_bodily_injury                                                                                                 24.9044
## convicted_drug_offense                                                                                                  41.6265
## convicted_illegal_arming_in_a_public_place                                                                              43.3269
## convicted_participation                                                                                                 78.0663
## convicted_courtesy                                                                                                      29.0581
## convicted_general_violation_of_traffic_act_1                                                                            25.1751
## convicted_drinking_within_six_hours_of_traffic_investigation                                                             7.8183
## convicted_acquisition_possession_and_use_of_drugs                                                                      184.0618
## convicted_section_24_of_the_medicines_act_other                                                                        185.0826
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                    30.1414
## convicted_road_traffic_act_other_1                                                                                     110.4771
## convicted_violating_traffic_signage_act                                                                                111.2161
## convicted_temporary_suspension_of_driving_lisence                                                                       15.3975
## convicted_assault_and_battery                                                                                           17.7869
## convicted_reckless_behavior                                                                                             46.7758
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                       32.3154
## convicted_damage                                                                                                        28.1607
## convicted_threats                                                                                                       21.3003
## convicted_grievous_bodily_harm                                                                                         106.3741
## convicted_serious_drug_offense                                                                                         164.4028
## convicted_aggravated_assault                                                                                            34.4859
## convicted_intention_of_committing_an_offens                                                                             75.9635
## convicted_theft                                                                                                         34.5109
## convicted_road_traffic_act_other_5                                                                                      52.5899
## convicted_violating_basic_traffic_rules                                                                                 18.0547
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                    9.7718
## convicted_obstruction_of_a_public_official                                                                              43.8578
## convicted_aggravated_theft                                                                                              64.2801
## convicted_fraud                                                                                                         34.6228
## convicted_judgment_in_arrears                                                                                           81.9810
## convicted_abuse_in_close_relationships                                                                                  58.9948
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                                21.4062
## convicted_violation_of_police_act                                                                                       44.7086
## convicted_serious_fraud                                                                                                 41.4766
## convicted_disorderly_conduct                                                                                            49.9060
## convicted_minor_theft                                                                                                   47.1327
## convicted_unauthorized_entry_or_stay                                                                                    43.3354
## convicted_theft_of_motor_vehicles_etc                                                                                   63.0687
## convicted_road_traffic_act_other_4                                                                                      34.6410
## convicted_incorrect_explanation                                                                                         42.8956
## convicted_document_forgery                                                                                              62.4666
## convicted_breach_of_the_duty_of_identification                                                                          55.6526
## convicted_violation_in_prison                                                                                           33.0751
## mitigating_any                                                                                                          39.4618
## aggravating_any                                                                                                         34.5869
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                  32.4623
## convicted_bodily_injury:mitigating_any                                                                                  33.3459
## convicted_drug_offense:mitigating_any                                                                                   33.8802
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                               26.7048
## convicted_participation:mitigating_any                                                                                  66.5440
## convicted_courtesy:mitigating_any                                                                                       38.5359
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                             36.7913
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                             14.6827
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                       173.0958
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                         175.6398
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any     20.1592
## convicted_road_traffic_act_other_1:mitigating_any                                                                      107.3795
## convicted_violating_traffic_signage_act:mitigating_any                                                                 108.6048
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                        12.8580
## convicted_assault_and_battery:mitigating_any                                                                            25.9528
## convicted_reckless_behavior:mitigating_any                                                                              32.5791
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                        30.3959
## convicted_damage:mitigating_any                                                                                         26.6485
## convicted_threats:mitigating_any                                                                                        22.5289
## convicted_grievous_bodily_harm:mitigating_any                                                                          139.7119
## convicted_serious_drug_offense:mitigating_any                                                                          150.1412
## convicted_aggravated_assault:mitigating_any                                                                             38.5134
## convicted_intention_of_committing_an_offens:mitigating_any                                                              64.9848
## convicted_theft:mitigating_any                                                                                          30.7724
## convicted_road_traffic_act_other_5:mitigating_any                                                                       32.0952
## convicted_violating_basic_traffic_rules:mitigating_any                                                                  20.1249
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                    14.1805
## convicted_obstruction_of_a_public_official:mitigating_any                                                               21.9569
## convicted_aggravated_theft:mitigating_any                                                                               64.8488
## convicted_fraud:mitigating_any                                                                                          35.9996
## convicted_judgment_in_arrears:mitigating_any                                                                            95.2072
## convicted_abuse_in_close_relationships:mitigating_any                                                                   88.0369
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any                 25.1084
## convicted_violation_of_police_act:mitigating_any                                                                        33.4770
## convicted_serious_fraud:mitigating_any                                                                                  48.7416
## convicted_disorderly_conduct:mitigating_any                                                                             29.2847
## convicted_minor_theft:mitigating_any                                                                                    46.4891
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                     38.3052
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                    48.5788
## convicted_road_traffic_act_other_4:mitigating_any                                                                       33.3906
## convicted_incorrect_explanation:mitigating_any                                                                          49.8836
## convicted_document_forgery:mitigating_any                                                                               58.1953
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                           24.7277
## convicted_violation_in_prison:mitigating_any                                                                            38.2955
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                                 38.2946
## convicted_bodily_injury:aggravating_any                                                                                 30.4866
## convicted_drug_offense:aggravating_any                                                                                  55.8257
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                              44.9751
## convicted_participation:aggravating_any                                                                                 95.8286
## convicted_courtesy:aggravating_any                                                                                      40.6330
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                            31.1291
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                            13.4232
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                       67.5122
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                         66.4255
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any    35.5751
## convicted_road_traffic_act_other_1:aggravating_any                                                                     108.3714
## convicted_violating_traffic_signage_act:aggravating_any                                                                108.9635
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                       18.1848
## convicted_assault_and_battery:aggravating_any                                                                           23.4136
## convicted_reckless_behavior:aggravating_any                                                                             47.1216
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                       35.3943
## convicted_damage:aggravating_any                                                                                        32.9211
## convicted_threats:aggravating_any                                                                                       26.1472
## convicted_grievous_bodily_harm:aggravating_any                                                                          94.2040
## convicted_serious_drug_offense:aggravating_any                                                                         184.3539
## convicted_aggravated_assault:aggravating_any                                                                            39.1445
## convicted_intention_of_committing_an_offens:aggravating_any                                                             77.8703
## convicted_theft:aggravating_any                                                                                         38.0942
## convicted_road_traffic_act_other_5:aggravating_any                                                                      54.4026
## convicted_violating_basic_traffic_rules:aggravating_any                                                                 19.0936
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                   17.0084
## convicted_obstruction_of_a_public_official:aggravating_any                                                              48.9045
## convicted_aggravated_theft:aggravating_any                                                                              70.3591
## convicted_fraud:aggravating_any                                                                                         40.4328
## convicted_judgment_in_arrears:aggravating_any                                                                          111.4598
## convicted_abuse_in_close_relationships:aggravating_any                                                                  73.0761
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any                25.1265
## convicted_violation_of_police_act:aggravating_any                                                                       44.8414
## convicted_serious_fraud:aggravating_any                                                                                 46.5471
## convicted_disorderly_conduct:aggravating_any                                                                            57.0995
## convicted_minor_theft:aggravating_any                                                                                   54.4008
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                    51.3261
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                   65.3620
## convicted_road_traffic_act_other_4:aggravating_any                                                                      39.0552
## convicted_incorrect_explanation:aggravating_any                                                                         51.5855
## convicted_document_forgery:aggravating_any                                                                              69.6670
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                          56.7206
## convicted_violation_in_prison:aggravating_any                                                                           36.4668
##                                                                                                                       t value
## (Intercept)                                                                                                           1.05657
## defendant_age                                                                                                         3.04632
## defendant_is_woman                                                                                                   -2.76050
## defendant_some_foreign_background                                                                                     0.13856
## defendant_log_net_income                                                                                             -1.75231
## case_is_not_oslo                                                                                                      0.28543
## defendant_is_married                                                                                                  0.41656
## judge_age                                                                                                             2.82103
## judge_is_woman                                                                                                        0.42085
## judge_some_foreign_background                                                                                        -1.81320
## judge_log_net_income                                                                                                 -1.05236
## judge_is_married                                                                                                      0.88079
## convicted_stay_of_execution_.conditional_imprisonment_.                                                              -0.49202
## convicted_bodily_injury                                                                                               2.06308
## convicted_drug_offense                                                                                               -1.05600
## convicted_illegal_arming_in_a_public_place                                                                            0.48013
## convicted_participation                                                                                               0.58225
## convicted_courtesy                                                                                                   -0.05821
## convicted_general_violation_of_traffic_act_1                                                                         -2.08821
## convicted_drinking_within_six_hours_of_traffic_investigation                                                          1.90855
## convicted_acquisition_possession_and_use_of_drugs                                                                     1.49322
## convicted_section_24_of_the_medicines_act_other                                                                      -1.64682
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                  2.75014
## convicted_road_traffic_act_other_1                                                                                   -0.65655
## convicted_violating_traffic_signage_act                                                                               0.64598
## convicted_temporary_suspension_of_driving_lisence                                                                     0.11673
## convicted_assault_and_battery                                                                                        -0.02967
## convicted_reckless_behavior                                                                                           2.33373
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                    -0.46155
## convicted_damage                                                                                                     -0.71484
## convicted_threats                                                                                                    -1.22461
## convicted_grievous_bodily_harm                                                                                        2.12945
## convicted_serious_drug_offense                                                                                        5.55440
## convicted_aggravated_assault                                                                                         -0.54055
## convicted_intention_of_committing_an_offens                                                                           0.74236
## convicted_theft                                                                                                      -0.99791
## convicted_road_traffic_act_other_5                                                                                    1.52506
## convicted_violating_basic_traffic_rules                                                                              -1.78087
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                -1.12105
## convicted_obstruction_of_a_public_official                                                                           -0.55726
## convicted_aggravated_theft                                                                                            0.62112
## convicted_fraud                                                                                                       0.72523
## convicted_judgment_in_arrears                                                                                         1.08735
## convicted_abuse_in_close_relationships                                                                                2.08947
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             -1.80754
## convicted_violation_of_police_act                                                                                     0.18612
## convicted_serious_fraud                                                                                               2.52442
## convicted_disorderly_conduct                                                                                         -1.99232
## convicted_minor_theft                                                                                                -0.36337
## convicted_unauthorized_entry_or_stay                                                                                 -0.12817
## convicted_theft_of_motor_vehicles_etc                                                                                 0.83297
## convicted_road_traffic_act_other_4                                                                                   -0.12051
## convicted_incorrect_explanation                                                                                      -2.66067
## convicted_document_forgery                                                                                            0.22118
## convicted_breach_of_the_duty_of_identification                                                                        0.45952
## convicted_violation_in_prison                                                                                        -1.16292
## mitigating_any                                                                                                        1.57596
## aggravating_any                                                                                                       1.87353
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                               -1.66123
## convicted_bodily_injury:mitigating_any                                                                               -1.52450
## convicted_drug_offense:mitigating_any                                                                                -1.67330
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                            -0.31385
## convicted_participation:mitigating_any                                                                                1.38916
## convicted_courtesy:mitigating_any                                                                                     0.10504
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          -1.32368
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                           0.14639
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     -1.98294
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                        1.89609
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any   0.35623
## convicted_road_traffic_act_other_1:mitigating_any                                                                     0.57954
## convicted_violating_traffic_signage_act:mitigating_any                                                               -0.48978
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                     -0.75276
## convicted_assault_and_battery:mitigating_any                                                                         -1.62184
## convicted_reckless_behavior:mitigating_any                                                                           -1.87538
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                      2.27163
## convicted_damage:mitigating_any                                                                                      -0.43303
## convicted_threats:mitigating_any                                                                                     -1.43653
## convicted_grievous_bodily_harm:mitigating_any                                                                        -0.89408
## convicted_serious_drug_offense:mitigating_any                                                                         0.79651
## convicted_aggravated_assault:mitigating_any                                                                           0.07555
## convicted_intention_of_committing_an_offens:mitigating_any                                                            1.17681
## convicted_theft:mitigating_any                                                                                       -0.92433
## convicted_road_traffic_act_other_5:mitigating_any                                                                     0.30838
## convicted_violating_basic_traffic_rules:mitigating_any                                                                1.08229
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                  0.36418
## convicted_obstruction_of_a_public_official:mitigating_any                                                             1.27421
## convicted_aggravated_theft:mitigating_any                                                                            -0.89022
## convicted_fraud:mitigating_any                                                                                       -2.40058
## convicted_judgment_in_arrears:mitigating_any                                                                         -0.12577
## convicted_abuse_in_close_relationships:mitigating_any                                                                -0.34344
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any              -1.16121
## convicted_violation_of_police_act:mitigating_any                                                                      0.46256
## convicted_serious_fraud:mitigating_any                                                                               -0.46144
## convicted_disorderly_conduct:mitigating_any                                                                          -1.50762
## convicted_minor_theft:mitigating_any                                                                                  0.39283
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                  -0.22631
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                  0.01432
## convicted_road_traffic_act_other_4:mitigating_any                                                                    -0.10090
## convicted_incorrect_explanation:mitigating_any                                                                        0.22593
## convicted_document_forgery:mitigating_any                                                                             2.08559
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                        -0.41586
## convicted_violation_in_prison:mitigating_any                                                                         -1.79664
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                               0.53172
## convicted_bodily_injury:aggravating_any                                                                               0.01360
## convicted_drug_offense:aggravating_any                                                                                1.27961
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                           -0.15682
## convicted_participation:aggravating_any                                                                              -1.22488
## convicted_courtesy:aggravating_any                                                                                    1.31894
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         -1.35808
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                         -1.43203
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                     0.13931
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                       0.34651
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -2.53450
## convicted_road_traffic_act_other_1:aggravating_any                                                                    0.62594
## convicted_violating_traffic_signage_act:aggravating_any                                                              -0.65689
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                     2.00900
## convicted_assault_and_battery:aggravating_any                                                                        -0.69646
## convicted_reckless_behavior:aggravating_any                                                                          -2.13786
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                     0.30603
## convicted_damage:aggravating_any                                                                                      1.31593
## convicted_threats:aggravating_any                                                                                     1.92035
## convicted_grievous_bodily_harm:aggravating_any                                                                        2.54769
## convicted_serious_drug_offense:aggravating_any                                                                       -2.91140
## convicted_aggravated_assault:aggravating_any                                                                          1.19010
## convicted_intention_of_committing_an_offens:aggravating_any                                                          -0.87473
## convicted_theft:aggravating_any                                                                                       0.84427
## convicted_road_traffic_act_other_5:aggravating_any                                                                   -0.91706
## convicted_violating_basic_traffic_rules:aggravating_any                                                               2.04442
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                 0.47949
## convicted_obstruction_of_a_public_official:aggravating_any                                                            0.16532
## convicted_aggravated_theft:aggravating_any                                                                            1.45939
## convicted_fraud:aggravating_any                                                                                       0.08252
## convicted_judgment_in_arrears:aggravating_any                                                                        -0.89430
## convicted_abuse_in_close_relationships:aggravating_any                                                                3.74590
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any             -0.35254
## convicted_violation_of_police_act:aggravating_any                                                                    -1.03431
## convicted_serious_fraud:aggravating_any                                                                               0.15708
## convicted_disorderly_conduct:aggravating_any                                                                          1.68824
## convicted_minor_theft:aggravating_any                                                                                 0.21163
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                  0.03098
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                 0.81435
## convicted_road_traffic_act_other_4:aggravating_any                                                                    0.89995
## convicted_incorrect_explanation:aggravating_any                                                                      -0.51559
## convicted_document_forgery:aggravating_any                                                                           -0.13811
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                       -0.39728
## convicted_violation_in_prison:aggravating_any                                                                        -0.01075
##                                                                                                                       Pr(>|t|)
## (Intercept)                                                                                                          3.256e-01
## defendant_age                                                                                                        2.531e-03
## defendant_is_woman                                                                                                   6.271e-03
## defendant_some_foreign_background                                                                                    8.899e-01
## defendant_log_net_income                                                                                             8.088e-02
## case_is_not_oslo                                                                                                     7.758e-01
## defendant_is_married                                                                                                 6.775e-01
## judge_age                                                                                                            6.060e-03
## judge_is_woman                                                                                                       6.741e-01
## judge_some_foreign_background                                                                                        8.621e-02
## judge_log_net_income                                                                                                 3.346e-01
## judge_is_married                                                                                                     3.794e-01
## convicted_stay_of_execution_.conditional_imprisonment_.                                                              6.250e-01
## convicted_bodily_injury                                                                                              4.312e-02
## convicted_drug_offense                                                                                               2.939e-01
## convicted_illegal_arming_in_a_public_place                                                                           6.367e-01
## convicted_participation                                                                                              5.636e-01
## convicted_courtesy                                                                                                   9.544e-01
## convicted_general_violation_of_traffic_act_1                                                                         3.964e-02
## convicted_drinking_within_six_hours_of_traffic_investigation                                                         6.012e-02
## convicted_acquisition_possession_and_use_of_drugs                                                                    2.187e-01
## convicted_section_24_of_the_medicines_act_other                                                                      1.826e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                 6.794e-03
## convicted_road_traffic_act_other_1                                                                                   5.609e-01
## convicted_violating_traffic_signage_act                                                                              5.634e-01
## convicted_temporary_suspension_of_driving_lisence                                                                    9.074e-01
## convicted_assault_and_battery                                                                                        9.764e-01
## convicted_reckless_behavior                                                                                          3.097e-02
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                    6.489e-01
## convicted_damage                                                                                                     4.815e-01
## convicted_threats                                                                                                    2.259e-01
## convicted_grievous_bodily_harm                                                                                       5.852e-02
## convicted_serious_drug_offense                                                                                       2.724e-06
## convicted_aggravated_assault                                                                                         5.960e-01
## convicted_intention_of_committing_an_offens                                                                          4.785e-01
## convicted_theft                                                                                                      3.262e-01
## convicted_road_traffic_act_other_5                                                                                   1.498e-01
## convicted_violating_basic_traffic_rules                                                                              8.370e-02
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                2.671e-01
## convicted_obstruction_of_a_public_official                                                                           5.916e-01
## convicted_aggravated_theft                                                                                           5.425e-01
## convicted_fraud                                                                                                      4.750e-01
## convicted_judgment_in_arrears                                                                                        2.973e-01
## convicted_abuse_in_close_relationships                                                                               6.231e-02
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             7.297e-02
## convicted_violation_of_police_act                                                                                    8.555e-01
## convicted_serious_fraud                                                                                              1.674e-02
## convicted_disorderly_conduct                                                                                         6.807e-02
## convicted_minor_theft                                                                                                7.218e-01
## convicted_unauthorized_entry_or_stay                                                                                 9.002e-01
## convicted_theft_of_motor_vehicles_etc                                                                                4.211e-01
## convicted_road_traffic_act_other_4                                                                                   9.083e-01
## convicted_incorrect_explanation                                                                                      1.112e-02
## convicted_document_forgery                                                                                           8.313e-01
## convicted_breach_of_the_duty_of_identification                                                                       6.613e-01
## convicted_violation_in_prison                                                                                        2.646e-01
## mitigating_any                                                                                                       1.163e-01
## aggravating_any                                                                                                      6.274e-02
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                               1.011e-01
## convicted_bodily_injury:mitigating_any                                                                               1.303e-01
## convicted_drug_offense:mitigating_any                                                                                9.623e-02
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                            7.542e-01
## convicted_participation:mitigating_any                                                                               1.690e-01
## convicted_courtesy:mitigating_any                                                                                    9.168e-01
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          1.875e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                          8.838e-01
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     9.007e-02
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                       9.967e-02
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any  7.219e-01
## convicted_road_traffic_act_other_1:mitigating_any                                                                    6.094e-01
## convicted_violating_traffic_signage_act:mitigating_any                                                               6.580e-01
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                     4.523e-01
## convicted_assault_and_battery:mitigating_any                                                                         1.063e-01
## convicted_reckless_behavior:mitigating_any                                                                           6.508e-02
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                     2.533e-02
## convicted_damage:mitigating_any                                                                                      6.661e-01
## convicted_threats:mitigating_any                                                                                     1.530e-01
## convicted_grievous_bodily_harm:mitigating_any                                                                        3.799e-01
## convicted_serious_drug_offense:mitigating_any                                                                        4.284e-01
## convicted_aggravated_assault:mitigating_any                                                                          9.401e-01
## convicted_intention_of_committing_an_offens:mitigating_any                                                           2.500e-01
## convicted_theft:mitigating_any                                                                                       3.577e-01
## convicted_road_traffic_act_other_5:mitigating_any                                                                    7.586e-01
## convicted_violating_basic_traffic_rules:mitigating_any                                                               2.811e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                 7.164e-01
## convicted_obstruction_of_a_public_official:mitigating_any                                                            2.056e-01
## convicted_aggravated_theft:mitigating_any                                                                            3.770e-01
## convicted_fraud:mitigating_any                                                                                       1.914e-02
## convicted_judgment_in_arrears:mitigating_any                                                                         9.007e-01
## convicted_abuse_in_close_relationships:mitigating_any                                                                7.331e-01
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any              2.468e-01
## convicted_violation_of_police_act:mitigating_any                                                                     6.447e-01
## convicted_serious_fraud:mitigating_any                                                                               6.462e-01
## convicted_disorderly_conduct:mitigating_any                                                                          1.352e-01
## convicted_minor_theft:mitigating_any                                                                                 6.954e-01
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                  8.219e-01
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                 9.886e-01
## convicted_road_traffic_act_other_4:mitigating_any                                                                    9.202e-01
## convicted_incorrect_explanation:mitigating_any                                                                       8.219e-01
## convicted_document_forgery:mitigating_any                                                                            4.577e-02
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                        6.791e-01
## convicted_violation_in_prison:mitigating_any                                                                         8.153e-02
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                              5.968e-01
## convicted_bodily_injury:aggravating_any                                                                              9.892e-01
## convicted_drug_offense:aggravating_any                                                                               2.031e-01
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                           8.769e-01
## convicted_participation:aggravating_any                                                                              2.269e-01
## convicted_courtesy:aggravating_any                                                                                   2.025e-01
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         1.769e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                         1.548e-01
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                    8.999e-01
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                      7.556e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 1.218e-02
## convicted_road_traffic_act_other_1:aggravating_any                                                                   5.796e-01
## convicted_violating_traffic_signage_act:aggravating_any                                                              5.577e-01
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                    4.714e-02
## convicted_assault_and_battery:aggravating_any                                                                        4.878e-01
## convicted_reckless_behavior:aggravating_any                                                                          4.360e-02
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                    7.615e-01
## convicted_damage:aggravating_any                                                                                     1.974e-01
## convicted_threats:aggravating_any                                                                                    5.851e-02
## convicted_grievous_bodily_harm:aggravating_any                                                                       1.869e-02
## convicted_serious_drug_offense:aggravating_any                                                                       5.264e-03
## convicted_aggravated_assault:aggravating_any                                                                         2.417e-01
## convicted_intention_of_committing_an_offens:aggravating_any                                                          4.053e-01
## convicted_theft:aggravating_any                                                                                      4.028e-01
## convicted_road_traffic_act_other_5:aggravating_any                                                                   3.737e-01
## convicted_violating_basic_traffic_rules:aggravating_any                                                              4.674e-02
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                6.329e-01
## convicted_obstruction_of_a_public_official:aggravating_any                                                           8.720e-01
## convicted_aggravated_theft:aggravating_any                                                                           1.555e-01
## convicted_fraud:aggravating_any                                                                                      9.346e-01
## convicted_judgment_in_arrears:aggravating_any                                                                        3.844e-01
## convicted_abuse_in_close_relationships:aggravating_any                                                               1.658e-03
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any             7.249e-01
## convicted_violation_of_police_act:aggravating_any                                                                    3.209e-01
## convicted_serious_fraud:aggravating_any                                                                              8.756e-01
## convicted_disorderly_conduct:aggravating_any                                                                         1.093e-01
## convicted_minor_theft:aggravating_any                                                                                8.347e-01
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                 9.756e-01
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                4.287e-01
## convicted_road_traffic_act_other_4:aggravating_any                                                                   4.023e-01
## convicted_incorrect_explanation:aggravating_any                                                                      6.080e-01
## convicted_document_forgery:aggravating_any                                                                           8.931e-01
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                       7.013e-01
## convicted_violation_in_prison:aggravating_any                                                                        9.915e-01
##                                                                                                                       CI Lower
## (Intercept)                                                                                                          -365.9244
## defendant_age                                                                                                           0.3563
## defendant_is_woman                                                                                                    -40.8289
## defendant_some_foreign_background                                                                                     -20.4712
## defendant_log_net_income                                                                                               -5.7851
## case_is_not_oslo                                                                                                      -22.1629
## defendant_is_married                                                                                                  -32.8277
## judge_age                                                                                                               0.4240
## judge_is_woman                                                                                                        -14.9173
## judge_some_foreign_background                                                                                         -67.9707
## judge_log_net_income                                                                                                  -76.9766
## judge_is_married                                                                                                      -12.1869
## convicted_stay_of_execution_.conditional_imprisonment_.                                                               -55.9627
## convicted_bodily_injury                                                                                                 1.6392
## convicted_drug_offense                                                                                               -126.7173
## convicted_illegal_arming_in_a_public_place                                                                            -69.9772
## convicted_participation                                                                                              -112.2172
## convicted_courtesy                                                                                                    -64.2288
## convicted_general_violation_of_traffic_act_1                                                                         -102.5944
## convicted_drinking_within_six_hours_of_traffic_investigation                                                           -0.6517
## convicted_acquisition_possession_and_use_of_drugs                                                                    -263.9232
## convicted_section_24_of_the_medicines_act_other                                                                      -841.2376
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                   23.2698
## convicted_road_traffic_act_other_1                                                                                   -436.4355
## convicted_violating_traffic_signage_act                                                                              -277.9136
## convicted_temporary_suspension_of_driving_lisence                                                                     -28.9091
## convicted_assault_and_battery                                                                                         -35.9565
## convicted_reckless_behavior                                                                                            11.1358
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     -81.9421
## convicted_damage                                                                                                      -78.2262
## convicted_threats                                                                                                     -68.7592
## convicted_grievous_bodily_harm                                                                                         -9.8410
## convicted_serious_drug_offense                                                                                        579.7554
## convicted_aggravated_assault                                                                                          -91.5642
## convicted_intention_of_committing_an_offens                                                                          -117.9593
## convicted_theft                                                                                                      -104.8748
## convicted_road_traffic_act_other_5                                                                                    -32.7181
## convicted_violating_basic_traffic_rules                                                                               -68.8188
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                 -30.5344
## convicted_obstruction_of_a_public_official                                                                           -124.3726
## convicted_aggravated_theft                                                                                            -95.4047
## convicted_fraud                                                                                                       -46.1706
## convicted_judgment_in_arrears                                                                                         -88.6087
## convicted_abuse_in_close_relationships                                                                                 -7.6140
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                              -81.0389
## convicted_violation_of_police_act                                                                                     -89.0964
## convicted_serious_fraud                                                                                                20.2229
## convicted_disorderly_conduct                                                                                         -207.3961
## convicted_minor_theft                                                                                                -118.2695
## convicted_unauthorized_entry_or_stay                                                                                 -100.1383
## convicted_theft_of_motor_vehicles_etc                                                                                 -84.8196
## convicted_road_traffic_act_other_4                                                                                    -90.5133
## convicted_incorrect_explanation                                                                                      -200.7922
## convicted_document_forgery                                                                                           -134.2276
## convicted_breach_of_the_duty_of_identification                                                                       -109.1103
## convicted_violation_in_prison                                                                                        -109.5046
## mitigating_any                                                                                                        -15.5257
## aggravating_any                                                                                                        -3.4836
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                               -118.6515
## convicted_bodily_injury:mitigating_any                                                                               -116.9358
## convicted_drug_offense:mitigating_any                                                                                -123.6034
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                             -61.3165
## convicted_participation:mitigating_any                                                                                -40.1560
## convicted_courtesy:mitigating_any                                                                                     -73.4730
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          -121.3470
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                           -26.8553
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     -757.1770
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                        -82.0675
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any   -32.5101
## convicted_road_traffic_act_other_1:mitigating_any                                                                    -316.2015
## convicted_violating_traffic_signage_act:mitigating_any                                                               -399.5182
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                      -35.0016
## convicted_assault_and_battery:mitigating_any                                                                          -93.2382
## convicted_reckless_behavior:mitigating_any                                                                           -126.1213
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                        8.7183
## convicted_damage:mitigating_any                                                                                       -64.5610
## convicted_threats:mitigating_any                                                                                      -76.8900
## convicted_grievous_bodily_harm:mitigating_any                                                                        -412.8100
## convicted_serious_drug_offense:mitigating_any                                                                        -179.7645
## convicted_aggravated_assault:mitigating_any                                                                           -74.6894
## convicted_intention_of_committing_an_offens:mitigating_any                                                            -57.1355
## convicted_theft:mitigating_any                                                                                        -89.5390
## convicted_road_traffic_act_other_5:mitigating_any                                                                     -53.9280
## convicted_violating_basic_traffic_rules:mitigating_any                                                                -18.0328
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                  -22.9484
## convicted_obstruction_of_a_public_official:mitigating_any                                                             -15.5896
## convicted_aggravated_theft:mitigating_any                                                                            -187.5301
## convicted_fraud:mitigating_any                                                                                       -158.2696
## convicted_judgment_in_arrears:mitigating_any                                                                         -205.9020
## convicted_abuse_in_close_relationships:mitigating_any                                                                -208.2244
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any               -78.6387
## convicted_violation_of_police_act:mitigating_any                                                                      -50.9298
## convicted_serious_fraud:mitigating_any                                                                               -120.0780
## convicted_disorderly_conduct:mitigating_any                                                                          -102.3441
## convicted_minor_theft:mitigating_any                                                                                  -74.0635
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                   -85.6899
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                  -97.1507
## convicted_road_traffic_act_other_4:mitigating_any                                                                     -70.9590
## convicted_incorrect_explanation:mitigating_any                                                                        -88.2366
## convicted_document_forgery:mitigating_any                                                                               2.4376
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                         -59.7966
## convicted_violation_in_prison:mitigating_any                                                                         -146.7077
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                               -56.1864
## convicted_bodily_injury:aggravating_any                                                                               -60.1048
## convicted_drug_offense:aggravating_any                                                                                -39.0872
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                           -100.8187
## convicted_participation:aggravating_any                                                                              -310.3242
## convicted_courtesy:aggravating_any                                                                                    -31.3232
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         -103.8923
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                          -45.8075
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                    -236.2280
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                      -211.8880
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -160.3983
## convicted_road_traffic_act_other_1:aggravating_any                                                                   -296.1881
## convicted_violating_traffic_signage_act:aggravating_any                                                              -416.1545
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                       0.4694
## convicted_assault_and_battery:aggravating_any                                                                         -62.7655
## convicted_reckless_behavior:aggravating_any                                                                          -198.3256
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                     -61.2011
## convicted_damage:aggravating_any                                                                                      -23.6827
## convicted_threats:aggravating_any                                                                                      -1.8528
## convicted_grievous_bodily_harm:aggravating_any                                                                         44.1535
## convicted_serious_drug_offense:aggravating_any                                                                       -906.5439
## convicted_aggravated_assault:aggravating_any                                                                          -32.7655
## convicted_intention_of_committing_an_offens:aggravating_any                                                          -245.2850
## convicted_theft:aggravating_any                                                                                       -44.4897
## convicted_road_traffic_act_other_5:aggravating_any                                                                   -165.9065
## convicted_violating_basic_traffic_rules:aggravating_any                                                                 0.5883
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                 -25.6780
## convicted_obstruction_of_a_public_official:aggravating_any                                                           -100.7865
## convicted_aggravated_theft:aggravating_any                                                                            -41.4166
## convicted_fraud:aggravating_any                                                                                       -78.3249
## convicted_judgment_in_arrears:aggravating_any                                                                        -335.9793
## convicted_abuse_in_close_relationships:aggravating_any                                                                119.3209
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any              -58.4501
## convicted_violation_of_police_act:aggravating_any                                                                    -143.8181
## convicted_serious_fraud:aggravating_any                                                                               -85.5509
## convicted_disorderly_conduct:aggravating_any                                                                          -23.9300
## convicted_minor_theft:aggravating_any                                                                                -102.5586
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                 -106.4067
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                 -86.5831
## convicted_road_traffic_act_other_4:aggravating_any                                                                    -60.0472
## convicted_incorrect_explanation:aggravating_any                                                                      -129.7696
## convicted_document_forgery:aggravating_any                                                                           -166.7118
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                       -152.7989
## convicted_violation_in_prison:aggravating_any                                                                         -75.3635
##                                                                                                                       CI Upper
## (Intercept)                                                                                                           958.2470
## defendant_age                                                                                                           1.6572
## defendant_is_woman                                                                                                     -6.8118
## defendant_some_foreign_background                                                                                      23.5723
## defendant_log_net_income                                                                                                0.3368
## case_is_not_oslo                                                                                                       29.6350
## defendant_is_married                                                                                                   50.3988
## judge_age                                                                                                               2.4571
## judge_is_woman                                                                                                         23.0363
## judge_some_foreign_background                                                                                           4.9530
## judge_log_net_income                                                                                                   30.9714
## judge_is_married                                                                                                       31.8860
## convicted_stay_of_execution_.conditional_imprisonment_.                                                                33.9723
## convicted_bodily_injury                                                                                               101.1204
## convicted_drug_offense                                                                                                 38.8023
## convicted_illegal_arming_in_a_public_place                                                                            111.5821
## convicted_participation                                                                                               203.1260
## convicted_courtesy                                                                                                     60.8459
## convicted_general_violation_of_traffic_act_1                                                                           -2.5475
## convicted_drinking_within_six_hours_of_traffic_investigation                                                           30.4948
## convicted_acquisition_possession_and_use_of_drugs                                                                     813.6131
## convicted_section_24_of_the_medicines_act_other                                                                       231.6423
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                  142.5164
## convicted_road_traffic_act_other_1                                                                                    291.3673
## convicted_violating_traffic_signage_act                                                                               421.6011
## convicted_temporary_suspension_of_driving_lisence                                                                      32.5038
## convicted_assault_and_battery                                                                                          34.9009
## convicted_reckless_behavior                                                                                           207.1888
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                      52.1118
## convicted_damage                                                                                                       37.9655
## convicted_threats                                                                                                      16.5902
## convicted_grievous_bodily_harm                                                                                        462.8780
## convicted_serious_drug_offense                                                                                       1246.5618
## convicted_aggravated_assault                                                                                           54.2818
## convicted_intention_of_committing_an_offens                                                                           230.7444
## convicted_theft                                                                                                        35.9973
## convicted_road_traffic_act_other_5                                                                                    193.1233
## convicted_violating_basic_traffic_rules                                                                                 4.5127
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                   8.6250
## convicted_obstruction_of_a_public_official                                                                             75.4922
## convicted_aggravated_theft                                                                                            175.2560
## convicted_fraud                                                                                                        96.3896
## convicted_judgment_in_arrears                                                                                         266.8928
## convicted_abuse_in_close_relationships                                                                                254.1498
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                                3.6539
## convicted_violation_of_police_act                                                                                     105.7386
## convicted_serious_fraud                                                                                               189.1854
## convicted_disorderly_conduct                                                                                            8.5382
## convicted_minor_theft                                                                                                  84.0161
## convicted_unauthorized_entry_or_stay                                                                                   89.0300
## convicted_theft_of_motor_vehicles_etc                                                                                 189.8879
## convicted_road_traffic_act_other_4                                                                                     82.1638
## convicted_incorrect_explanation                                                                                       -27.4700
## convicted_document_forgery                                                                                            161.8609
## convicted_breach_of_the_duty_of_identification                                                                        160.2574
## convicted_violation_in_prison                                                                                          32.5772
## mitigating_any                                                                                                        139.9058
## aggravating_any                                                                                                       133.0829
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                 10.7966
## convicted_bodily_injury:mitigating_any                                                                                 15.2640
## convicted_drug_offense:mitigating_any                                                                                  10.2197
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                              44.5541
## convicted_participation:mitigating_any                                                                                225.0373
## convicted_courtesy:mitigating_any                                                                                      81.5684
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                            23.9477
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                            31.1539
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                       70.6994
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                        748.1263
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any    46.8728
## convicted_road_traffic_act_other_1:mitigating_any                                                                     440.6634
## convicted_violating_traffic_signage_act:mitigating_any                                                                293.1323
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                       15.6436
## convicted_assault_and_battery:mitigating_any                                                                            9.0556
## convicted_reckless_behavior:mitigating_any                                                                              3.9251
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                      129.3783
## convicted_damage:mitigating_any                                                                                        41.4818
## convicted_threats:mitigating_any                                                                                       12.1631
## convicted_grievous_bodily_harm:mitigating_any                                                                         162.9833
## convicted_serious_drug_offense:mitigating_any                                                                         418.9425
## convicted_aggravated_assault:mitigating_any                                                                            80.5085
## convicted_intention_of_committing_an_offens:mitigating_any                                                            210.0849
## convicted_theft:mitigating_any                                                                                         32.6511
## convicted_road_traffic_act_other_5:mitigating_any                                                                      73.7231
## convicted_violating_basic_traffic_rules:mitigating_any                                                                 61.5949
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                   33.2770
## convicted_obstruction_of_a_public_official:mitigating_any                                                              71.5449
## convicted_aggravated_theft:mitigating_any                                                                              72.0703
## convicted_fraud:mitigating_any                                                                                        -14.5702
## convicted_judgment_in_arrears:mitigating_any                                                                          181.9536
## convicted_abuse_in_close_relationships:mitigating_any                                                                 147.7534
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any                20.3267
## convicted_violation_of_police_act:mitigating_any                                                                       81.8999
## convicted_serious_fraud:mitigating_any                                                                                 75.0956
## convicted_disorderly_conduct:mitigating_any                                                                            14.0436
## convicted_minor_theft:mitigating_any                                                                                  110.5877
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                    68.3526
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                   98.5423
## convicted_road_traffic_act_other_4:mitigating_any                                                                      64.2205
## convicted_incorrect_explanation:mitigating_any                                                                        110.7770
## convicted_document_forgery:mitigating_any                                                                             240.3058
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                          39.2298
## convicted_violation_in_prison:mitigating_any                                                                            9.1017
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                                96.9104
## convicted_bodily_injury:aggravating_any                                                                                60.9340
## convicted_drug_offense:aggravating_any                                                                                181.9572
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                             86.7127
## convicted_participation:aggravating_any                                                                                75.5673
## convicted_courtesy:aggravating_any                                                                                    138.5081
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                           19.3406
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                            7.3625
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                     255.0379
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                       257.9218
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any  -19.9322
## convicted_road_traffic_act_other_1:aggravating_any                                                                    431.8552
## convicted_violating_traffic_signage_act:aggravating_any                                                               273.0012
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                      72.5973
## convicted_assault_and_battery:aggravating_any                                                                          30.1523
## convicted_reckless_behavior:aggravating_any                                                                            -3.1530
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                      82.8645
## convicted_damage:aggravating_any                                                                                      110.3265
## convicted_threats:aggravating_any                                                                                     102.2763
## convicted_grievous_bodily_harm:aggravating_any                                                                        435.8519
## convicted_serious_drug_offense:aggravating_any                                                                       -166.9100
## convicted_aggravated_assault:aggravating_any                                                                          125.9371
## convicted_intention_of_committing_an_offens:aggravating_any                                                           109.0541
## convicted_theft:aggravating_any                                                                                       108.8133
## convicted_road_traffic_act_other_5:aggravating_any                                                                     66.1251
## convicted_violating_basic_traffic_rules:aggravating_any                                                                77.4824
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                  41.9887
## convicted_obstruction_of_a_public_official:aggravating_any                                                            116.9567
## convicted_aggravated_theft:aggravating_any                                                                            246.7797
## convicted_fraud:aggravating_any                                                                                        84.9976
## convicted_judgment_in_arrears:aggravating_any                                                                         136.6220
## convicted_abuse_in_close_relationships:aggravating_any                                                                428.1508
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any               40.7340
## convicted_violation_of_police_act:aggravating_any                                                                      51.0583
## convicted_serious_fraud:aggravating_any                                                                               100.1740
## convicted_disorderly_conduct:aggravating_any                                                                          216.7256
## convicted_minor_theft:aggravating_any                                                                                 125.5838
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                  109.5868
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                 193.0382
## convicted_road_traffic_act_other_4:aggravating_any                                                                    130.3423
## convicted_incorrect_explanation:aggravating_any                                                                        76.5755
## convicted_document_forgery:aggravating_any                                                                            147.4678
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                        107.7314
## convicted_violation_in_prison:aggravating_any                                                                          74.5794
##                                                                                                                           DF
## (Intercept)                                                                                                            7.038
## defendant_age                                                                                                        288.737
## defendant_is_woman                                                                                                   214.420
## defendant_some_foreign_background                                                                                    297.831
## defendant_log_net_income                                                                                             265.502
## case_is_not_oslo                                                                                                     128.016
## defendant_is_married                                                                                                 182.154
## judge_age                                                                                                             78.470
## judge_is_woman                                                                                                       323.216
## judge_some_foreign_background                                                                                         18.329
## judge_log_net_income                                                                                                   5.784
## judge_is_married                                                                                                     223.985
## convicted_stay_of_execution_.conditional_imprisonment_.                                                               46.574
## convicted_bodily_injury                                                                                               64.791
## convicted_drug_offense                                                                                                85.348
## convicted_illegal_arming_in_a_public_place                                                                            18.709
## convicted_participation                                                                                               40.885
## convicted_courtesy                                                                                                    13.508
## convicted_general_violation_of_traffic_act_1                                                                          88.861
## convicted_drinking_within_six_hours_of_traffic_investigation                                                          75.450
## convicted_acquisition_possession_and_use_of_drugs                                                                      3.534
## convicted_section_24_of_the_medicines_act_other                                                                        3.611
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                 131.853
## convicted_road_traffic_act_other_1                                                                                     2.829
## convicted_violating_traffic_signage_act                                                                                3.065
## convicted_temporary_suspension_of_driving_lisence                                                                     70.381
## convicted_assault_and_battery                                                                                         75.594
## convicted_reckless_behavior                                                                                           18.653
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     21.950
## convicted_damage                                                                                                      24.197
## convicted_threats                                                                                                     55.697
## convicted_grievous_bodily_harm                                                                                        10.209
## convicted_serious_drug_offense                                                                                        36.066
## convicted_aggravated_assault                                                                                          16.512
## convicted_intention_of_committing_an_offens                                                                            8.222
## convicted_theft                                                                                                       30.460
## convicted_road_traffic_act_other_5                                                                                    13.835
## convicted_violating_basic_traffic_rules                                                                               34.662
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                 55.431
## convicted_obstruction_of_a_public_official                                                                             8.594
## convicted_aggravated_theft                                                                                            17.490
## convicted_fraud                                                                                                       25.188
## convicted_judgment_in_arrears                                                                                         12.554
## convicted_abuse_in_close_relationships                                                                                10.330
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             131.051
## convicted_violation_of_police_act                                                                                     11.994
## convicted_serious_fraud                                                                                               32.037
## convicted_disorderly_conduct                                                                                          12.823
## convicted_minor_theft                                                                                                 13.922
## convicted_unauthorized_entry_or_stay                                                                                  11.815
## convicted_theft_of_motor_vehicles_etc                                                                                 12.048
## convicted_road_traffic_act_other_4                                                                                     5.579
## convicted_incorrect_explanation                                                                                       40.511
## convicted_document_forgery                                                                                             6.923
## convicted_breach_of_the_duty_of_identification                                                                         6.287
## convicted_violation_in_prison                                                                                         13.789
## mitigating_any                                                                                                       252.765
## aggravating_any                                                                                                      167.227
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                71.244
## convicted_bodily_injury:mitigating_any                                                                               107.630
## convicted_drug_offense:mitigating_any                                                                                159.525
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                            107.675
## convicted_participation:mitigating_any                                                                                73.840
## convicted_courtesy:mitigating_any                                                                                     47.083
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          163.477
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                          154.554
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                       6.633
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                         7.019
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any  266.642
## convicted_road_traffic_act_other_1:mitigating_any                                                                      2.551
## convicted_violating_traffic_signage_act:mitigating_any                                                                 2.989
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                     252.462
## convicted_assault_and_battery:mitigating_any                                                                         220.874
## convicted_reckless_behavior:mitigating_any                                                                            67.281
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                      96.665
## convicted_damage:mitigating_any                                                                                       81.074
## convicted_threats:mitigating_any                                                                                     145.376
## convicted_grievous_bodily_harm:mitigating_any                                                                         24.738
## convicted_serious_drug_offense:mitigating_any                                                                         71.269
## convicted_aggravated_assault:mitigating_any                                                                           44.401
## convicted_intention_of_committing_an_offens:mitigating_any                                                            25.873
## convicted_theft:mitigating_any                                                                                        94.513
## convicted_road_traffic_act_other_5:mitigating_any                                                                     83.931
## convicted_violating_basic_traffic_rules:mitigating_any                                                               130.333
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                 106.515
## convicted_obstruction_of_a_public_official:mitigating_any                                                             99.010
## convicted_aggravated_theft:mitigating_any                                                                             58.185
## convicted_fraud:mitigating_any                                                                                        67.296
## convicted_judgment_in_arrears:mitigating_any                                                                          32.012
## convicted_abuse_in_close_relationships:mitigating_any                                                                 39.574
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any              220.829
## convicted_violation_of_police_act:mitigating_any                                                                     100.321
## convicted_serious_fraud:mitigating_any                                                                                57.452
## convicted_disorderly_conduct:mitigating_any                                                                           88.364
## convicted_minor_theft:mitigating_any                                                                                  92.424
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                   47.916
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                  44.937
## convicted_road_traffic_act_other_4:mitigating_any                                                                     38.103
## convicted_incorrect_explanation:mitigating_any                                                                        69.319
## convicted_document_forgery:mitigating_any                                                                             29.506
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                         57.171
## convicted_violation_in_prison:mitigating_any                                                                          33.090
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                               62.055
## convicted_bodily_injury:aggravating_any                                                                               95.515
## convicted_drug_offense:aggravating_any                                                                               120.957
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                            20.170
## convicted_participation:aggravating_any                                                                               45.539
## convicted_courtesy:aggravating_any                                                                                    19.440
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         123.335
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                         116.611
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                      2.440
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                        2.538
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 167.612
## convicted_road_traffic_act_other_1:aggravating_any                                                                     2.742
## convicted_violating_traffic_signage_act:aggravating_any                                                                3.034
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                    103.332
## convicted_assault_and_battery:aggravating_any                                                                         98.776
## convicted_reckless_behavior:aggravating_any                                                                           22.550
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                     32.730
## convicted_damage:aggravating_any                                                                                      32.666
## convicted_threats:aggravating_any                                                                                     77.117
## convicted_grievous_bodily_harm:aggravating_any                                                                        21.104
## convicted_serious_drug_offense:aggravating_any                                                                        52.695
## convicted_aggravated_assault:aggravating_any                                                                          36.497
## convicted_intention_of_committing_an_offens:aggravating_any                                                            8.674
## convicted_theft:aggravating_any                                                                                       46.634
## convicted_road_traffic_act_other_5:aggravating_any                                                                    14.912
## convicted_violating_basic_traffic_rules:aggravating_any                                                               45.403
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                 82.284
## convicted_obstruction_of_a_public_official:aggravating_any                                                            10.064
## convicted_aggravated_theft:aggravating_any                                                                            28.113
## convicted_fraud:aggravating_any                                                                                       40.910
## convicted_judgment_in_arrears:aggravating_any                                                                         15.986
## convicted_abuse_in_close_relationships:aggravating_any                                                                16.663
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any             173.959
## convicted_violation_of_police_act:aggravating_any                                                                     12.299
## convicted_serious_fraud:aggravating_any                                                                               68.858
## convicted_disorderly_conduct:aggravating_any                                                                          17.267
## convicted_minor_theft:aggravating_any                                                                                 18.499
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                  17.625
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                 14.414
## convicted_road_traffic_act_other_4:aggravating_any                                                                     6.098
## convicted_incorrect_explanation:aggravating_any                                                                       60.391
## convicted_document_forgery:aggravating_any                                                                             9.195
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                         8.192
## convicted_violation_in_prison:aggravating_any                                                                         25.909
## 
## Multiple R-squared:  0.3657 ,    Adjusted R-squared:  0.3336 
## F-statistic: 2.979e+09 on 145 and 561 DF,  p-value: < 2.2e-16

fit_restricted_dataset_logged_dv <- lm_robust(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs)), data = df_short_prison_only, clusters = judge__id)
summary(fit_restricted_dataset_logged_dv)

## 
## Call:
## lm_robust(formula = as.formula(paste0("punishment_prison_days_log ~ ", 
##     ivs)), data = df_short_prison_only, clusters = judge__id)
## 
## Standard error type:  CR2 
## 
## Coefficients:
##                                                                                                                        Estimate
## (Intercept)                                                                                                           3.7120562
## defendant_age                                                                                                         0.0035352
## defendant_is_woman                                                                                                   -0.0956647
## defendant_some_foreign_background                                                                                    -0.0191929
## defendant_log_net_income                                                                                             -0.0114928
## case_is_not_oslo                                                                                                      0.0697891
## defendant_is_married                                                                                                 -0.0241260
## judge_age                                                                                                             0.0050184
## judge_is_woman                                                                                                        0.0297241
## judge_some_foreign_background                                                                                        -0.1859212
## judge_log_net_income                                                                                                 -0.0322367
## judge_is_married                                                                                                     -0.0344975
## convicted_stay_of_execution_.conditional_imprisonment_.                                                              -0.0321019
## convicted_bodily_injury                                                                                               1.1441577
## convicted_drug_offense                                                                                                0.1117837
## convicted_illegal_arming_in_a_public_place                                                                            0.4458922
## convicted_participation                                                                                               0.0296761
## convicted_courtesy                                                                                                    0.2149150
## convicted_general_violation_of_traffic_act_1                                                                         -0.5318018
## convicted_drinking_within_six_hours_of_traffic_investigation                                                          0.1072935
## convicted_acquisition_possession_and_use_of_drugs                                                                     2.5660453
## convicted_section_24_of_the_medicines_act_other                                                                      -2.7019320
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                  0.1939671
## convicted_road_traffic_act_other_1                                                                                   -0.0223088
## convicted_violating_traffic_signage_act                                                                              -0.0472285
## convicted_temporary_suspension_of_driving_lisence                                                                     0.2547275
## convicted_assault_and_battery                                                                                         0.1551113
## convicted_reckless_behavior                                                                                           0.5856778
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     0.4393380
## convicted_damage                                                                                                      0.1373698
## convicted_threats                                                                                                    -0.1110964
## convicted_grievous_bodily_harm                                                                                        1.5005925
## convicted_serious_drug_offense                                                                                        2.7270773
## convicted_aggravated_assault                                                                                          0.4949874
## convicted_intention_of_committing_an_offens                                                                           0.2047197
## convicted_theft                                                                                                       0.1267882
## convicted_road_traffic_act_other_5                                                                                    0.6544608
## convicted_violating_basic_traffic_rules                                                                              -0.1390077
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                -0.0743902
## convicted_obstruction_of_a_public_official                                                                            0.2803691
## convicted_aggravated_theft                                                                                            0.7439541
## convicted_fraud                                                                                                      -0.0300720
## convicted_judgment_in_arrears                                                                                         0.3129769
## convicted_abuse_in_close_relationships                                                                                1.6453647
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             -0.3724518
## convicted_violation_of_police_act                                                                                    -0.0563414
## convicted_serious_fraud                                                                                               1.2869274
## convicted_disorderly_conduct                                                                                         -0.4006895
## convicted_minor_theft                                                                                                -0.6844508
## convicted_unauthorized_entry_or_stay                                                                                  0.0440592
## convicted_theft_of_motor_vehicles_etc                                                                                 0.6139948
## convicted_road_traffic_act_other_4                                                                                   -0.2941303
## convicted_incorrect_explanation                                                                                      -0.4268700
## convicted_document_forgery                                                                                            0.1676494
## convicted_breach_of_the_duty_of_identification                                                                        0.3951325
## convicted_violation_in_prison                                                                                        -0.9240494
## mitigating_any                                                                                                        0.1287309
## aggravating_any                                                                                                       0.3158546
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                               -0.0901023
## convicted_bodily_injury:mitigating_any                                                                               -0.1686154
## convicted_drug_offense:mitigating_any                                                                                -0.0687594
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                            -0.0578218
## convicted_participation:mitigating_any                                                                                0.3539851
## convicted_courtesy:mitigating_any                                                                                    -0.0992012
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          -0.1200276
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                          -0.0183102
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     -1.8193813
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                        1.8329241
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any  -0.0203661
## convicted_road_traffic_act_other_1:mitigating_any                                                                    -0.3596387
## convicted_violating_traffic_signage_act:mitigating_any                                                                0.5258894
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                      0.0183251
## convicted_assault_and_battery:mitigating_any                                                                         -0.1491574
## convicted_reckless_behavior:mitigating_any                                                                           -0.1685276
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                      0.2417233
## convicted_damage:mitigating_any                                                                                      -0.0272085
## convicted_threats:mitigating_any                                                                                     -0.0349304
## convicted_grievous_bodily_harm:mitigating_any                                                                         0.0027418
## convicted_serious_drug_offense:mitigating_any                                                                         0.0588583
## convicted_aggravated_assault:mitigating_any                                                                          -0.0168476
## convicted_intention_of_committing_an_offens:mitigating_any                                                            0.2985528
## convicted_theft:mitigating_any                                                                                        0.0140662
## convicted_road_traffic_act_other_5:mitigating_any                                                                    -0.0274428
## convicted_violating_basic_traffic_rules:mitigating_any                                                                0.1494994
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                 -0.0400242
## convicted_obstruction_of_a_public_official:mitigating_any                                                             0.1840088
## convicted_aggravated_theft:mitigating_any                                                                            -0.1031309
## convicted_fraud:mitigating_any                                                                                       -0.3324429
## convicted_judgment_in_arrears:mitigating_any                                                                         -0.2992625
## convicted_abuse_in_close_relationships:mitigating_any                                                                -0.2240296
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any              -0.0528693
## convicted_violation_of_police_act:mitigating_any                                                                      0.1818236
## convicted_serious_fraud:mitigating_any                                                                               -0.2184899
## convicted_disorderly_conduct:mitigating_any                                                                          -0.2770908
## convicted_minor_theft:mitigating_any                                                                                 -0.1535798
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                  -0.1071192
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                  0.1167759
## convicted_road_traffic_act_other_4:mitigating_any                                                                     0.1064699
## convicted_incorrect_explanation:mitigating_any                                                                        0.1272388
## convicted_document_forgery:mitigating_any                                                                             0.5496650
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                        -0.2435699
## convicted_violation_in_prison:mitigating_any                                                                         -0.3325647
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                              -0.1505855
## convicted_bodily_injury:aggravating_any                                                                              -0.0283669
## convicted_drug_offense:aggravating_any                                                                                0.0937409
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                           -0.2942496
## convicted_participation:aggravating_any                                                                              -0.1678889
## convicted_courtesy:aggravating_any                                                                                    0.4140975
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         -0.0402491
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                         -0.1315940
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                    -1.2547004
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                       1.3472175
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -0.1444539
## convicted_road_traffic_act_other_1:aggravating_any                                                                   -0.0613874
## convicted_violating_traffic_signage_act:aggravating_any                                                               0.0513430
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                     0.1718854
## convicted_assault_and_battery:aggravating_any                                                                        -0.0358936
## convicted_reckless_behavior:aggravating_any                                                                          -0.4382025
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                    -0.1023489
## convicted_damage:aggravating_any                                                                                      0.0008019
## convicted_threats:aggravating_any                                                                                     0.3658194
## convicted_grievous_bodily_harm:aggravating_any                                                                       -0.4544782
## convicted_serious_drug_offense:aggravating_any                                                                       -0.8405929
## convicted_aggravated_assault:aggravating_any                                                                          0.1353478
## convicted_intention_of_committing_an_offens:aggravating_any                                                           0.0226735
## convicted_theft:aggravating_any                                                                                      -0.0330223
## convicted_road_traffic_act_other_5:aggravating_any                                                                   -0.3864069
## convicted_violating_basic_traffic_rules:aggravating_any                                                               0.2143933
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                 0.0524466
## convicted_obstruction_of_a_public_official:aggravating_any                                                           -0.3410172
## convicted_aggravated_theft:aggravating_any                                                                            0.0552481
## convicted_fraud:aggravating_any                                                                                       0.3028703
## convicted_judgment_in_arrears:aggravating_any                                                                        -0.2430270
## convicted_abuse_in_close_relationships:aggravating_any                                                                0.4933100
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any              0.1179959
## convicted_violation_of_police_act:aggravating_any                                                                    -0.2937472
## convicted_serious_fraud:aggravating_any                                                                              -0.2821188
## convicted_disorderly_conduct:aggravating_any                                                                          0.3985704
## convicted_minor_theft:aggravating_any                                                                                 0.8334309
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                  0.0145333
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                -0.2059880
## convicted_road_traffic_act_other_4:aggravating_any                                                                    0.4202755
## convicted_incorrect_explanation:aggravating_any                                                                      -0.3252751
## convicted_document_forgery:aggravating_any                                                                            0.0038901
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                       -0.2448354
## convicted_violation_in_prison:aggravating_any                                                                         0.6205627
##                                                                                                                      Std. Error
## (Intercept)                                                                                                            0.841973
## defendant_age                                                                                                          0.001207
## defendant_is_woman                                                                                                     0.043038
## defendant_some_foreign_background                                                                                      0.038219
## defendant_log_net_income                                                                                               0.004619
## case_is_not_oslo                                                                                                       0.044628
## defendant_is_married                                                                                                   0.062964
## judge_age                                                                                                              0.001839
## judge_is_woman                                                                                                         0.035041
## judge_some_foreign_background                                                                                          0.092858
## judge_log_net_income                                                                                                   0.065341
## judge_is_married                                                                                                       0.037533
## convicted_stay_of_execution_.conditional_imprisonment_.                                                                0.073377
## convicted_bodily_injury                                                                                                0.117152
## convicted_drug_offense                                                                                                 0.132514
## convicted_illegal_arming_in_a_public_place                                                                             0.314381
## convicted_participation                                                                                                0.159545
## convicted_courtesy                                                                                                     0.225073
## convicted_general_violation_of_traffic_act_1                                                                           0.123909
## convicted_drinking_within_six_hours_of_traffic_investigation                                                           0.066442
## convicted_acquisition_possession_and_use_of_drugs                                                                      0.625831
## convicted_section_24_of_the_medicines_act_other                                                                        0.637273
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                   0.083758
## convicted_road_traffic_act_other_1                                                                                     0.425177
## convicted_violating_traffic_signage_act                                                                                0.427075
## convicted_temporary_suspension_of_driving_lisence                                                                      0.102211
## convicted_assault_and_battery                                                                                          0.096891
## convicted_reckless_behavior                                                                                            0.349637
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                      0.207899
## convicted_damage                                                                                                       0.205425
## convicted_threats                                                                                                      0.131532
## convicted_grievous_bodily_harm                                                                                         0.228514
## convicted_serious_drug_offense                                                                                         0.215684
## convicted_aggravated_assault                                                                                           0.232957
## convicted_intention_of_committing_an_offens                                                                            0.244301
## convicted_theft                                                                                                        0.184027
## convicted_road_traffic_act_other_5                                                                                     0.335054
## convicted_violating_basic_traffic_rules                                                                                0.118897
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                  0.065117
## convicted_obstruction_of_a_public_official                                                                             0.267129
## convicted_aggravated_theft                                                                                             0.346041
## convicted_fraud                                                                                                        0.234001
## convicted_judgment_in_arrears                                                                                          0.310058
## convicted_abuse_in_close_relationships                                                                                 0.285082
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                               0.107284
## convicted_violation_of_police_act                                                                                      0.274913
## convicted_serious_fraud                                                                                                0.244328
## convicted_disorderly_conduct                                                                                           0.337159
## convicted_minor_theft                                                                                                  0.394734
## convicted_unauthorized_entry_or_stay                                                                                   0.266419
## convicted_theft_of_motor_vehicles_etc                                                                                  0.314553
## convicted_road_traffic_act_other_4                                                                                     0.342201
## convicted_incorrect_explanation                                                                                        0.244704
## convicted_document_forgery                                                                                             0.402769
## convicted_breach_of_the_duty_of_identification                                                                         0.463153
## convicted_violation_in_prison                                                                                          0.298868
## mitigating_any                                                                                                         0.118653
## aggravating_any                                                                                                        0.121337
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                 0.126966
## convicted_bodily_injury:mitigating_any                                                                                 0.126591
## convicted_drug_offense:mitigating_any                                                                                  0.113662
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                              0.163509
## convicted_participation:mitigating_any                                                                                 0.140815
## convicted_courtesy:mitigating_any                                                                                      0.208850
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                            0.141249
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                            0.103293
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                       0.455154
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                         0.468475
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any    0.068868
## convicted_road_traffic_act_other_1:mitigating_any                                                                      0.411984
## convicted_violating_traffic_signage_act:mitigating_any                                                                 0.430006
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                       0.080269
## convicted_assault_and_battery:mitigating_any                                                                           0.098112
## convicted_reckless_behavior:mitigating_any                                                                             0.235992
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                       0.182819
## convicted_damage:mitigating_any                                                                                        0.177337
## convicted_threats:mitigating_any                                                                                       0.130336
## convicted_grievous_bodily_harm:mitigating_any                                                                          0.258678
## convicted_serious_drug_offense:mitigating_any                                                                          0.208562
## convicted_aggravated_assault:mitigating_any                                                                            0.203870
## convicted_intention_of_committing_an_offens:mitigating_any                                                             0.221078
## convicted_theft:mitigating_any                                                                                         0.174027
## convicted_road_traffic_act_other_5:mitigating_any                                                                      0.207256
## convicted_violating_basic_traffic_rules:mitigating_any                                                                 0.128051
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                   0.097219
## convicted_obstruction_of_a_public_official:mitigating_any                                                              0.148729
## convicted_aggravated_theft:mitigating_any                                                                              0.281653
## convicted_fraud:mitigating_any                                                                                         0.208088
## convicted_judgment_in_arrears:mitigating_any                                                                           0.251416
## convicted_abuse_in_close_relationships:mitigating_any                                                                  0.229793
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any                0.107382
## convicted_violation_of_police_act:mitigating_any                                                                       0.156472
## convicted_serious_fraud:mitigating_any                                                                                 0.258814
## convicted_disorderly_conduct:mitigating_any                                                                            0.181850
## convicted_minor_theft:mitigating_any                                                                                   0.271125
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                    0.242168
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                   0.250605
## convicted_road_traffic_act_other_4:mitigating_any                                                                      0.221084
## convicted_incorrect_explanation:mitigating_any                                                                         0.251113
## convicted_document_forgery:mitigating_any                                                                              0.390019
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                          0.169246
## convicted_violation_in_prison:mitigating_any                                                                           0.319321
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                                0.121679
## convicted_bodily_injury:aggravating_any                                                                                0.129632
## convicted_drug_offense:aggravating_any                                                                                 0.151896
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                             0.336775
## convicted_participation:aggravating_any                                                                                0.173705
## convicted_courtesy:aggravating_any                                                                                     0.256967
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                           0.145060
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                           0.092276
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                      0.491985
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                        0.502600
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any   0.093510
## convicted_road_traffic_act_other_1:aggravating_any                                                                     0.418573
## convicted_violating_traffic_signage_act:aggravating_any                                                                0.423834
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                      0.115465
## convicted_assault_and_battery:aggravating_any                                                                          0.114136
## convicted_reckless_behavior:aggravating_any                                                                            0.368020
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                      0.221783
## convicted_damage:aggravating_any                                                                                       0.214138
## convicted_threats:aggravating_any                                                                                      0.146572
## convicted_grievous_bodily_harm:aggravating_any                                                                         0.242028
## convicted_serious_drug_offense:aggravating_any                                                                         0.254165
## convicted_aggravated_assault:aggravating_any                                                                           0.245053
## convicted_intention_of_committing_an_offens:aggravating_any                                                            0.236890
## convicted_theft:aggravating_any                                                                                        0.212288
## convicted_road_traffic_act_other_5:aggravating_any                                                                     0.351834
## convicted_violating_basic_traffic_rules:aggravating_any                                                                0.132233
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                  0.109105
## convicted_obstruction_of_a_public_official:aggravating_any                                                             0.277201
## convicted_aggravated_theft:aggravating_any                                                                             0.315509
## convicted_fraud:aggravating_any                                                                                        0.233407
## convicted_judgment_in_arrears:aggravating_any                                                                          0.307899
## convicted_abuse_in_close_relationships:aggravating_any                                                                 0.305184
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any               0.115767
## convicted_violation_of_police_act:aggravating_any                                                                      0.265958
## convicted_serious_fraud:aggravating_any                                                                                0.252053
## convicted_disorderly_conduct:aggravating_any                                                                           0.359406
## convicted_minor_theft:aggravating_any                                                                                  0.444127
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                   0.312528
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                  0.316314
## convicted_road_traffic_act_other_4:aggravating_any                                                                     0.361928
## convicted_incorrect_explanation:aggravating_any                                                                        0.262509
## convicted_document_forgery:aggravating_any                                                                             0.481299
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                         0.462936
## convicted_violation_in_prison:aggravating_any                                                                          0.330154
##                                                                                                                        t value
## (Intercept)                                                                                                           4.408759
## defendant_age                                                                                                         2.928914
## defendant_is_woman                                                                                                   -2.222798
## defendant_some_foreign_background                                                                                    -0.502186
## defendant_log_net_income                                                                                             -2.488242
## case_is_not_oslo                                                                                                      1.563781
## defendant_is_married                                                                                                 -0.383174
## judge_age                                                                                                             2.729606
## judge_is_woman                                                                                                        0.848274
## judge_some_foreign_background                                                                                        -2.002203
## judge_log_net_income                                                                                                 -0.493358
## judge_is_married                                                                                                     -0.919136
## convicted_stay_of_execution_.conditional_imprisonment_.                                                              -0.437493
## convicted_bodily_injury                                                                                               9.766444
## convicted_drug_offense                                                                                                0.843563
## convicted_illegal_arming_in_a_public_place                                                                            1.418317
## convicted_participation                                                                                               0.186005
## convicted_courtesy                                                                                                    0.954866
## convicted_general_violation_of_traffic_act_1                                                                         -4.291866
## convicted_drinking_within_six_hours_of_traffic_investigation                                                          1.614850
## convicted_acquisition_possession_and_use_of_drugs                                                                     4.100219
## convicted_section_24_of_the_medicines_act_other                                                                      -4.239837
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                  2.315802
## convicted_road_traffic_act_other_1                                                                                   -0.052469
## convicted_violating_traffic_signage_act                                                                              -0.110586
## convicted_temporary_suspension_of_driving_lisence                                                                     2.492163
## convicted_assault_and_battery                                                                                         1.600880
## convicted_reckless_behavior                                                                                           1.675101
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     2.113226
## convicted_damage                                                                                                      0.668709
## convicted_threats                                                                                                    -0.844634
## convicted_grievous_bodily_harm                                                                                        6.566749
## convicted_serious_drug_offense                                                                                       12.643842
## convicted_aggravated_assault                                                                                          2.124798
## convicted_intention_of_committing_an_offens                                                                           0.837980
## convicted_theft                                                                                                       0.688965
## convicted_road_traffic_act_other_5                                                                                    1.953298
## convicted_violating_basic_traffic_rules                                                                              -1.169143
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                -1.142404
## convicted_obstruction_of_a_public_official                                                                            1.049566
## convicted_aggravated_theft                                                                                            2.149904
## convicted_fraud                                                                                                      -0.128512
## convicted_judgment_in_arrears                                                                                         1.009413
## convicted_abuse_in_close_relationships                                                                                5.771554
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             -3.471646
## convicted_violation_of_police_act                                                                                    -0.204943
## convicted_serious_fraud                                                                                               5.267210
## convicted_disorderly_conduct                                                                                         -1.188428
## convicted_minor_theft                                                                                                -1.733954
## convicted_unauthorized_entry_or_stay                                                                                  0.165376
## convicted_theft_of_motor_vehicles_etc                                                                                 1.951958
## convicted_road_traffic_act_other_4                                                                                   -0.859526
## convicted_incorrect_explanation                                                                                      -1.744435
## convicted_document_forgery                                                                                            0.416242
## convicted_breach_of_the_duty_of_identification                                                                        0.853137
## convicted_violation_in_prison                                                                                        -3.091836
## mitigating_any                                                                                                        1.084932
## aggravating_any                                                                                                       2.603124
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                               -0.709654
## convicted_bodily_injury:mitigating_any                                                                               -1.331966
## convicted_drug_offense:mitigating_any                                                                                -0.604947
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                            -0.353631
## convicted_participation:mitigating_any                                                                                2.513828
## convicted_courtesy:mitigating_any                                                                                    -0.474988
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          -0.849759
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                          -0.177264
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     -3.997291
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                        3.912531
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any  -0.295728
## convicted_road_traffic_act_other_1:mitigating_any                                                                    -0.872944
## convicted_violating_traffic_signage_act:mitigating_any                                                                1.222981
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                      0.228295
## convicted_assault_and_battery:mitigating_any                                                                         -1.520275
## convicted_reckless_behavior:mitigating_any                                                                           -0.714123
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                      1.322197
## convicted_damage:mitigating_any                                                                                      -0.153428
## convicted_threats:mitigating_any                                                                                     -0.268002
## convicted_grievous_bodily_harm:mitigating_any                                                                         0.010599
## convicted_serious_drug_offense:mitigating_any                                                                         0.282210
## convicted_aggravated_assault:mitigating_any                                                                          -0.082639
## convicted_intention_of_committing_an_offens:mitigating_any                                                            1.350442
## convicted_theft:mitigating_any                                                                                        0.080828
## convicted_road_traffic_act_other_5:mitigating_any                                                                    -0.132410
## convicted_violating_basic_traffic_rules:mitigating_any                                                                1.167495
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                 -0.411690
## convicted_obstruction_of_a_public_official:mitigating_any                                                             1.237206
## convicted_aggravated_theft:mitigating_any                                                                            -0.366163
## convicted_fraud:mitigating_any                                                                                       -1.597604
## convicted_judgment_in_arrears:mitigating_any                                                                         -1.190308
## convicted_abuse_in_close_relationships:mitigating_any                                                                -0.974918
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any              -0.492346
## convicted_violation_of_police_act:mitigating_any                                                                      1.162023
## convicted_serious_fraud:mitigating_any                                                                               -0.844197
## convicted_disorderly_conduct:mitigating_any                                                                          -1.523733
## convicted_minor_theft:mitigating_any                                                                                 -0.566454
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                  -0.442334
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                  0.465977
## convicted_road_traffic_act_other_4:mitigating_any                                                                     0.481582
## convicted_incorrect_explanation:mitigating_any                                                                        0.506700
## convicted_document_forgery:mitigating_any                                                                             1.409327
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                        -1.439149
## convicted_violation_in_prison:mitigating_any                                                                         -1.041475
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                              -1.237560
## convicted_bodily_injury:aggravating_any                                                                              -0.218827
## convicted_drug_offense:aggravating_any                                                                                0.617139
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                           -0.873727
## convicted_participation:aggravating_any                                                                              -0.966520
## convicted_courtesy:aggravating_any                                                                                    1.611482
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         -0.277465
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                         -1.426091
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                    -2.550281
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                       2.680497
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -1.544791
## convicted_road_traffic_act_other_1:aggravating_any                                                                   -0.146659
## convicted_violating_traffic_signage_act:aggravating_any                                                               0.121139
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                     1.488635
## convicted_assault_and_battery:aggravating_any                                                                        -0.314482
## convicted_reckless_behavior:aggravating_any                                                                          -1.190703
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                    -0.461481
## convicted_damage:aggravating_any                                                                                      0.003745
## convicted_threats:aggravating_any                                                                                     2.495833
## convicted_grievous_bodily_harm:aggravating_any                                                                       -1.877794
## convicted_serious_drug_offense:aggravating_any                                                                       -3.307277
## convicted_aggravated_assault:aggravating_any                                                                          0.552321
## convicted_intention_of_committing_an_offens:aggravating_any                                                           0.095713
## convicted_theft:aggravating_any                                                                                      -0.155554
## convicted_road_traffic_act_other_5:aggravating_any                                                                   -1.098265
## convicted_violating_basic_traffic_rules:aggravating_any                                                               1.621326
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                 0.480698
## convicted_obstruction_of_a_public_official:aggravating_any                                                           -1.230216
## convicted_aggravated_theft:aggravating_any                                                                            0.175108
## convicted_fraud:aggravating_any                                                                                       1.297608
## convicted_judgment_in_arrears:aggravating_any                                                                        -0.789307
## convicted_abuse_in_close_relationships:aggravating_any                                                                1.616435
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any              1.019250
## convicted_violation_of_police_act:aggravating_any                                                                    -1.104487
## convicted_serious_fraud:aggravating_any                                                                              -1.119284
## convicted_disorderly_conduct:aggravating_any                                                                          1.108971
## convicted_minor_theft:aggravating_any                                                                                 1.876559
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                  0.046502
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                -0.651213
## convicted_road_traffic_act_other_4:aggravating_any                                                                    1.161214
## convicted_incorrect_explanation:aggravating_any                                                                      -1.239101
## convicted_document_forgery:aggravating_any                                                                            0.008083
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                       -0.528875
## convicted_violation_in_prison:aggravating_any                                                                         1.879617
##                                                                                                                       Pr(>|t|)
## (Intercept)                                                                                                          3.083e-03
## defendant_age                                                                                                        3.673e-03
## defendant_is_woman                                                                                                   2.727e-02
## defendant_some_foreign_background                                                                                    6.159e-01
## defendant_log_net_income                                                                                             1.345e-02
## case_is_not_oslo                                                                                                     1.203e-01
## defendant_is_married                                                                                                 7.020e-01
## judge_age                                                                                                            7.825e-03
## judge_is_woman                                                                                                       3.969e-01
## judge_some_foreign_background                                                                                        6.028e-02
## judge_log_net_income                                                                                                 6.399e-01
## judge_is_married                                                                                                     3.590e-01
## convicted_stay_of_execution_.conditional_imprisonment_.                                                              6.638e-01
## convicted_bodily_injury                                                                                              2.337e-14
## convicted_drug_offense                                                                                               4.013e-01
## convicted_illegal_arming_in_a_public_place                                                                           1.725e-01
## convicted_participation                                                                                              8.534e-01
## convicted_courtesy                                                                                                   3.564e-01
## convicted_general_violation_of_traffic_act_1                                                                         4.502e-05
## convicted_drinking_within_six_hours_of_traffic_investigation                                                         1.105e-01
## convicted_acquisition_possession_and_use_of_drugs                                                                    1.906e-02
## convicted_section_24_of_the_medicines_act_other                                                                      1.646e-02
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                 2.211e-02
## convicted_road_traffic_act_other_1                                                                                   9.616e-01
## convicted_violating_traffic_signage_act                                                                              9.188e-01
## convicted_temporary_suspension_of_driving_lisence                                                                    1.505e-02
## convicted_assault_and_battery                                                                                        1.136e-01
## convicted_reckless_behavior                                                                                          1.106e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                    4.618e-02
## convicted_damage                                                                                                     5.100e-01
## convicted_threats                                                                                                    4.019e-01
## convicted_grievous_bodily_harm                                                                                       5.752e-05
## convicted_serious_drug_offense                                                                                       8.084e-15
## convicted_aggravated_assault                                                                                         4.902e-02
## convicted_intention_of_committing_an_offens                                                                          4.257e-01
## convicted_theft                                                                                                      4.961e-01
## convicted_road_traffic_act_other_5                                                                                   7.131e-02
## convicted_violating_basic_traffic_rules                                                                              2.503e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                2.582e-01
## convicted_obstruction_of_a_public_official                                                                           3.225e-01
## convicted_aggravated_theft                                                                                           4.582e-02
## convicted_fraud                                                                                                      8.988e-01
## convicted_judgment_in_arrears                                                                                        3.318e-01
## convicted_abuse_in_close_relationships                                                                               1.587e-04
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             7.011e-04
## convicted_violation_of_police_act                                                                                    8.411e-01
## convicted_serious_fraud                                                                                              9.103e-06
## convicted_disorderly_conduct                                                                                         2.562e-01
## convicted_minor_theft                                                                                                1.050e-01
## convicted_unauthorized_entry_or_stay                                                                                 8.714e-01
## convicted_theft_of_motor_vehicles_etc                                                                                7.458e-02
## convicted_road_traffic_act_other_4                                                                                   4.254e-01
## convicted_incorrect_explanation                                                                                      8.867e-02
## convicted_document_forgery                                                                                           6.898e-01
## convicted_breach_of_the_duty_of_identification                                                                       4.249e-01
## convicted_violation_in_prison                                                                                        8.082e-03
## mitigating_any                                                                                                       2.790e-01
## aggravating_any                                                                                                      1.007e-02
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                               4.802e-01
## convicted_bodily_injury:mitigating_any                                                                               1.857e-01
## convicted_drug_offense:mitigating_any                                                                                5.461e-01
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                            7.243e-01
## convicted_participation:mitigating_any                                                                               1.412e-02
## convicted_courtesy:mitigating_any                                                                                    6.370e-01
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          3.967e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                          8.595e-01
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     5.815e-03
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                       5.774e-03
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any  7.677e-01
## convicted_road_traffic_act_other_1:mitigating_any                                                                    4.571e-01
## convicted_violating_traffic_signage_act:mitigating_any                                                               3.089e-01
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                     8.196e-01
## convicted_assault_and_battery:mitigating_any                                                                         1.299e-01
## convicted_reckless_behavior:mitigating_any                                                                           4.776e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                     1.892e-01
## convicted_damage:mitigating_any                                                                                      8.784e-01
## convicted_threats:mitigating_any                                                                                     7.891e-01
## convicted_grievous_bodily_harm:mitigating_any                                                                        9.916e-01
## convicted_serious_drug_offense:mitigating_any                                                                        7.786e-01
## convicted_aggravated_assault:mitigating_any                                                                          9.345e-01
## convicted_intention_of_committing_an_offens:mitigating_any                                                           1.886e-01
## convicted_theft:mitigating_any                                                                                       9.358e-01
## convicted_road_traffic_act_other_5:mitigating_any                                                                    8.950e-01
## convicted_violating_basic_traffic_rules:mitigating_any                                                               2.451e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                 6.814e-01
## convicted_obstruction_of_a_public_official:mitigating_any                                                            2.189e-01
## convicted_aggravated_theft:mitigating_any                                                                            7.156e-01
## convicted_fraud:mitigating_any                                                                                       1.148e-01
## convicted_judgment_in_arrears:mitigating_any                                                                         2.427e-01
## convicted_abuse_in_close_relationships:mitigating_any                                                                3.355e-01
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any              6.230e-01
## convicted_violation_of_police_act:mitigating_any                                                                     2.480e-01
## convicted_serious_fraud:mitigating_any                                                                               4.021e-01
## convicted_disorderly_conduct:mitigating_any                                                                          1.311e-01
## convicted_minor_theft:mitigating_any                                                                                 5.725e-01
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                  6.602e-01
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                 6.435e-01
## convicted_road_traffic_act_other_4:mitigating_any                                                                    6.329e-01
## convicted_incorrect_explanation:mitigating_any                                                                       6.140e-01
## convicted_document_forgery:mitigating_any                                                                            1.692e-01
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                        1.556e-01
## convicted_violation_in_prison:mitigating_any                                                                         3.052e-01
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                              2.205e-01
## convicted_bodily_injury:aggravating_any                                                                              8.273e-01
## convicted_drug_offense:aggravating_any                                                                               5.383e-01
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                           3.926e-01
## convicted_participation:aggravating_any                                                                              3.389e-01
## convicted_courtesy:aggravating_any                                                                                   1.232e-01
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         7.819e-01
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                         1.565e-01
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                    1.031e-01
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                      8.974e-02
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 1.243e-01
## convicted_road_traffic_act_other_1:aggravating_any                                                                   8.935e-01
## convicted_violating_traffic_signage_act:aggravating_any                                                              9.112e-01
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                    1.396e-01
## convicted_assault_and_battery:aggravating_any                                                                        7.538e-01
## convicted_reckless_behavior:aggravating_any                                                                          2.462e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                    6.475e-01
## convicted_damage:aggravating_any                                                                                     9.970e-01
## convicted_threats:aggravating_any                                                                                    1.470e-02
## convicted_grievous_bodily_harm:aggravating_any                                                                       7.430e-02
## convicted_serious_drug_offense:aggravating_any                                                                       1.701e-03
## convicted_aggravated_assault:aggravating_any                                                                         5.841e-01
## convicted_intention_of_committing_an_offens:aggravating_any                                                          9.259e-01
## convicted_theft:aggravating_any                                                                                      8.771e-01
## convicted_road_traffic_act_other_5:aggravating_any                                                                   2.895e-01
## convicted_violating_basic_traffic_rules:aggravating_any                                                              1.119e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                6.320e-01
## convicted_obstruction_of_a_public_official:aggravating_any                                                           2.466e-01
## convicted_aggravated_theft:aggravating_any                                                                           8.622e-01
## convicted_fraud:aggravating_any                                                                                      2.017e-01
## convicted_judgment_in_arrears:aggravating_any                                                                        4.415e-01
## convicted_abuse_in_close_relationships:aggravating_any                                                               1.248e-01
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any             3.095e-01
## convicted_violation_of_police_act:aggravating_any                                                                    2.905e-01
## convicted_serious_fraud:aggravating_any                                                                              2.669e-01
## convicted_disorderly_conduct:aggravating_any                                                                         2.827e-01
## convicted_minor_theft:aggravating_any                                                                                7.644e-02
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                 9.634e-01
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                5.252e-01
## convicted_road_traffic_act_other_4:aggravating_any                                                                   2.890e-01
## convicted_incorrect_explanation:aggravating_any                                                                      2.201e-01
## convicted_document_forgery:aggravating_any                                                                           9.937e-01
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                       6.109e-01
## convicted_violation_in_prison:aggravating_any                                                                        7.145e-02
##                                                                                                                       CI Lower
## (Intercept)                                                                                                           1.723303
## defendant_age                                                                                                         0.001160
## defendant_is_woman                                                                                                   -0.180496
## defendant_some_foreign_background                                                                                    -0.094406
## defendant_log_net_income                                                                                             -0.020587
## case_is_not_oslo                                                                                                     -0.018516
## defendant_is_married                                                                                                 -0.148358
## judge_age                                                                                                             0.001359
## judge_is_woman                                                                                                       -0.039213
## judge_some_foreign_background                                                                                        -0.380759
## judge_log_net_income                                                                                                 -0.193583
## judge_is_married                                                                                                     -0.108460
## convicted_stay_of_execution_.conditional_imprisonment_.                                                              -0.179753
## convicted_bodily_injury                                                                                               0.910175
## convicted_drug_offense                                                                                               -0.151674
## convicted_illegal_arming_in_a_public_place                                                                           -0.212808
## convicted_participation                                                                                              -0.292559
## convicted_courtesy                                                                                                   -0.269476
## convicted_general_violation_of_traffic_act_1                                                                         -0.778012
## convicted_drinking_within_six_hours_of_traffic_investigation                                                         -0.025052
## convicted_acquisition_possession_and_use_of_drugs                                                                     0.734172
## convicted_section_24_of_the_medicines_act_other                                                                      -4.548991
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                  0.028284
## convicted_road_traffic_act_other_1                                                                                   -1.422802
## convicted_violating_traffic_signage_act                                                                              -1.390313
## convicted_temporary_suspension_of_driving_lisence                                                                     0.050893
## convicted_assault_and_battery                                                                                        -0.037881
## convicted_reckless_behavior                                                                                          -0.147045
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     0.008124
## convicted_damage                                                                                                     -0.286425
## convicted_threats                                                                                                    -0.374619
## convicted_grievous_bodily_harm                                                                                        0.992843
## convicted_serious_drug_offense                                                                                        2.289677
## convicted_aggravated_assault                                                                                          0.002382
## convicted_intention_of_committing_an_offens                                                                          -0.356002
## convicted_theft                                                                                                      -0.248808
## convicted_road_traffic_act_other_5                                                                                   -0.064965
## convicted_violating_basic_traffic_rules                                                                              -0.380466
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                -0.204865
## convicted_obstruction_of_a_public_official                                                                           -0.328298
## convicted_aggravated_theft                                                                                            0.015427
## convicted_fraud                                                                                                      -0.511824
## convicted_judgment_in_arrears                                                                                        -0.359291
## convicted_abuse_in_close_relationships                                                                                1.012902
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             -0.584684
## convicted_violation_of_police_act                                                                                    -0.655361
## convicted_serious_fraud                                                                                               0.789270
## convicted_disorderly_conduct                                                                                         -1.130103
## convicted_minor_theft                                                                                                -1.531517
## convicted_unauthorized_entry_or_stay                                                                                 -0.537429
## convicted_theft_of_motor_vehicles_etc                                                                                -0.071053
## convicted_road_traffic_act_other_4                                                                                   -1.147023
## convicted_incorrect_explanation                                                                                      -0.921241
## convicted_document_forgery                                                                                           -0.786904
## convicted_breach_of_the_duty_of_identification                                                                       -0.725735
## convicted_violation_in_prison                                                                                        -1.565976
## mitigating_any                                                                                                       -0.104944
## aggravating_any                                                                                                       0.076305
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                               -0.343251
## convicted_bodily_injury:mitigating_any                                                                               -0.419551
## convicted_drug_offense:mitigating_any                                                                                -0.293235
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                            -0.381936
## convicted_participation:mitigating_any                                                                                0.073395
## convicted_courtesy:mitigating_any                                                                                    -0.519334
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          -0.398935
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                          -0.222359
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     -2.907827
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                        0.725757
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any  -0.155960
## convicted_road_traffic_act_other_1:mitigating_any                                                                    -1.811574
## convicted_violating_traffic_signage_act:mitigating_any                                                               -0.845339
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                     -0.139758
## convicted_assault_and_battery:mitigating_any                                                                         -0.342513
## convicted_reckless_behavior:mitigating_any                                                                           -0.639534
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                     -0.121138
## convicted_damage:mitigating_any                                                                                      -0.380049
## convicted_threats:mitigating_any                                                                                     -0.292529
## convicted_grievous_bodily_harm:mitigating_any                                                                        -0.530301
## convicted_serious_drug_offense:mitigating_any                                                                        -0.356975
## convicted_aggravated_assault:mitigating_any                                                                          -0.427615
## convicted_intention_of_committing_an_offens:mitigating_any                                                           -0.155988
## convicted_theft:mitigating_any                                                                                       -0.331444
## convicted_road_traffic_act_other_5:mitigating_any                                                                    -0.439600
## convicted_violating_basic_traffic_rules:mitigating_any                                                               -0.103829
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                 -0.232760
## convicted_obstruction_of_a_public_official:mitigating_any                                                            -0.111102
## convicted_aggravated_theft:mitigating_any                                                                            -0.666882
## convicted_fraud:mitigating_any                                                                                       -0.747756
## convicted_judgment_in_arrears:mitigating_any                                                                         -0.811373
## convicted_abuse_in_close_relationships:mitigating_any                                                                -0.688615
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any              -0.264495
## convicted_violation_of_police_act:mitigating_any                                                                     -0.128599
## convicted_serious_fraud:mitigating_any                                                                               -0.736667
## convicted_disorderly_conduct:mitigating_any                                                                          -0.638459
## convicted_minor_theft:mitigating_any                                                                                 -0.692024
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                  -0.594053
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                 -0.387987
## convicted_road_traffic_act_other_4:mitigating_any                                                                    -0.341051
## convicted_incorrect_explanation:mitigating_any                                                                       -0.373676
## convicted_document_forgery:mitigating_any                                                                            -0.247420
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                        -0.582457
## convicted_violation_in_prison:mitigating_any                                                                         -0.982161
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                              -0.393815
## convicted_bodily_injury:aggravating_any                                                                              -0.285700
## convicted_drug_offense:aggravating_any                                                                               -0.206978
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                           -0.996371
## convicted_participation:aggravating_any                                                                              -0.517634
## convicted_courtesy:aggravating_any                                                                                   -0.122918
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         -0.327380
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                         -0.314348
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                    -3.044713
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                      -0.430159
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any -0.329064
## convicted_road_traffic_act_other_1:aggravating_any                                                                   -1.467381
## convicted_violating_traffic_signage_act:aggravating_any                                                              -1.288957
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                    -0.057104
## convicted_assault_and_battery:aggravating_any                                                                        -0.262370
## convicted_reckless_behavior:aggravating_any                                                                          -1.200352
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                    -0.553712
## convicted_damage:aggravating_any                                                                                     -0.435035
## convicted_threats:aggravating_any                                                                                     0.073964
## convicted_grievous_bodily_harm:aggravating_any                                                                       -0.957652
## convicted_serious_drug_offense:aggravating_any                                                                       -1.350451
## convicted_aggravated_assault:aggravating_any                                                                         -0.361407
## convicted_intention_of_committing_an_offens:aggravating_any                                                          -0.516295
## convicted_theft:aggravating_any                                                                                      -0.460178
## convicted_road_traffic_act_other_5:aggravating_any                                                                   -1.136707
## convicted_violating_basic_traffic_rules:aggravating_any                                                              -0.051873
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                -0.164587
## convicted_obstruction_of_a_public_official:aggravating_any                                                           -0.958124
## convicted_aggravated_theft:aggravating_any                                                                           -0.590925
## convicted_fraud:aggravating_any                                                                                      -0.168535
## convicted_judgment_in_arrears:aggravating_any                                                                        -0.895789
## convicted_abuse_in_close_relationships:aggravating_any                                                               -0.151565
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any             -0.110494
## convicted_violation_of_police_act:aggravating_any                                                                    -0.871661
## convicted_serious_fraud:aggravating_any                                                                              -0.784969
## convicted_disorderly_conduct:aggravating_any                                                                         -0.358817
## convicted_minor_theft:aggravating_any                                                                                -0.097844
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                 -0.643066
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                -0.882591
## convicted_road_traffic_act_other_4:aggravating_any                                                                   -0.461902
## convicted_incorrect_explanation:aggravating_any                                                                      -0.850301
## convicted_document_forgery:aggravating_any                                                                           -1.081375
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                       -1.308020
## convicted_violation_in_prison:aggravating_any                                                                        -0.058195
##                                                                                                                       CI Upper
## (Intercept)                                                                                                           5.700810
## defendant_age                                                                                                         0.005911
## defendant_is_woman                                                                                                   -0.010833
## defendant_some_foreign_background                                                                                     0.056020
## defendant_log_net_income                                                                                             -0.002399
## case_is_not_oslo                                                                                                      0.158094
## defendant_is_married                                                                                                  0.100106
## judge_age                                                                                                             0.008678
## judge_is_woman                                                                                                        0.098661
## judge_some_foreign_background                                                                                         0.008916
## judge_log_net_income                                                                                                  0.129110
## judge_is_married                                                                                                      0.039465
## convicted_stay_of_execution_.conditional_imprisonment_.                                                               0.115549
## convicted_bodily_injury                                                                                               1.378141
## convicted_drug_offense                                                                                                0.375241
## convicted_illegal_arming_in_a_public_place                                                                            1.104592
## convicted_participation                                                                                               0.351911
## convicted_courtesy                                                                                                    0.699306
## convicted_general_violation_of_traffic_act_1                                                                         -0.285592
## convicted_drinking_within_six_hours_of_traffic_investigation                                                          0.239639
## convicted_acquisition_possession_and_use_of_drugs                                                                     4.397918
## convicted_section_24_of_the_medicines_act_other                                                                      -0.854873
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                  0.359651
## convicted_road_traffic_act_other_1                                                                                    1.378185
## convicted_violating_traffic_signage_act                                                                               1.295856
## convicted_temporary_suspension_of_driving_lisence                                                                     0.458562
## convicted_assault_and_battery                                                                                         0.348104
## convicted_reckless_behavior                                                                                           1.318401
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     0.870552
## convicted_damage                                                                                                      0.561165
## convicted_threats                                                                                                     0.152426
## convicted_grievous_bodily_harm                                                                                        2.008342
## convicted_serious_drug_offense                                                                                        3.164477
## convicted_aggravated_assault                                                                                          0.987592
## convicted_intention_of_committing_an_offens                                                                           0.765442
## convicted_theft                                                                                                       0.502384
## convicted_road_traffic_act_other_5                                                                                    1.373887
## convicted_violating_basic_traffic_rules                                                                               0.102450
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                 0.056085
## convicted_obstruction_of_a_public_official                                                                            0.889036
## convicted_aggravated_theft                                                                                            1.472481
## convicted_fraud                                                                                                       0.451680
## convicted_judgment_in_arrears                                                                                         0.985244
## convicted_abuse_in_close_relationships                                                                                2.277828
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             -0.160219
## convicted_violation_of_police_act                                                                                     0.542678
## convicted_serious_fraud                                                                                               1.784585
## convicted_disorderly_conduct                                                                                          0.328724
## convicted_minor_theft                                                                                                 0.162615
## convicted_unauthorized_entry_or_stay                                                                                  0.625548
## convicted_theft_of_motor_vehicles_etc                                                                                 1.299042
## convicted_road_traffic_act_other_4                                                                                    0.558762
## convicted_incorrect_explanation                                                                                       0.067501
## convicted_document_forgery                                                                                            1.122203
## convicted_breach_of_the_duty_of_identification                                                                        1.516000
## convicted_violation_in_prison                                                                                        -0.282123
## mitigating_any                                                                                                        0.362406
## aggravating_any                                                                                                       0.555404
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                0.163047
## convicted_bodily_injury:mitigating_any                                                                                0.082320
## convicted_drug_offense:mitigating_any                                                                                 0.155717
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                             0.266293
## convicted_participation:mitigating_any                                                                                0.634576
## convicted_courtesy:mitigating_any                                                                                     0.320932
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                           0.158880
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                           0.185739
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                     -0.730935
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                        2.940091
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any   0.115228
## convicted_road_traffic_act_other_1:mitigating_any                                                                     1.092296
## convicted_violating_traffic_signage_act:mitigating_any                                                                1.897118
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                      0.176408
## convicted_assault_and_battery:mitigating_any                                                                          0.044198
## convicted_reckless_behavior:mitigating_any                                                                            0.302479
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                      0.604585
## convicted_damage:mitigating_any                                                                                       0.325632
## convicted_threats:mitigating_any                                                                                      0.222668
## convicted_grievous_bodily_harm:mitigating_any                                                                         0.535785
## convicted_serious_drug_offense:mitigating_any                                                                         0.474692
## convicted_aggravated_assault:mitigating_any                                                                           0.393920
## convicted_intention_of_committing_an_offens:mitigating_any                                                            0.753093
## convicted_theft:mitigating_any                                                                                        0.359576
## convicted_road_traffic_act_other_5:mitigating_any                                                                     0.384714
## convicted_violating_basic_traffic_rules:mitigating_any                                                                0.402828
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                  0.152711
## convicted_obstruction_of_a_public_official:mitigating_any                                                             0.479120
## convicted_aggravated_theft:mitigating_any                                                                             0.460620
## convicted_fraud:mitigating_any                                                                                        0.082870
## convicted_judgment_in_arrears:mitigating_any                                                                          0.212848
## convicted_abuse_in_close_relationships:mitigating_any                                                                 0.240556
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any               0.158756
## convicted_violation_of_police_act:mitigating_any                                                                      0.492247
## convicted_serious_fraud:mitigating_any                                                                                0.299687
## convicted_disorderly_conduct:mitigating_any                                                                           0.084277
## convicted_minor_theft:mitigating_any                                                                                  0.384864
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                   0.379815
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                  0.621539
## convicted_road_traffic_act_other_4:mitigating_any                                                                     0.553991
## convicted_incorrect_explanation:mitigating_any                                                                        0.628154
## convicted_document_forgery:mitigating_any                                                                             1.346750
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                         0.095317
## convicted_violation_in_prison:mitigating_any                                                                          0.317032
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                               0.092644
## convicted_bodily_injury:aggravating_any                                                                               0.228966
## convicted_drug_offense:aggravating_any                                                                                0.394460
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                            0.407871
## convicted_participation:aggravating_any                                                                               0.181856
## convicted_courtesy:aggravating_any                                                                                    0.951113
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                          0.246881
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                          0.051160
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                     0.535312
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                       3.124594
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any  0.040156
## convicted_road_traffic_act_other_1:aggravating_any                                                                    1.344606
## convicted_violating_traffic_signage_act:aggravating_any                                                               1.391643
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                     0.400874
## convicted_assault_and_battery:aggravating_any                                                                         0.190583
## convicted_reckless_behavior:aggravating_any                                                                           0.323947
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                     0.349014
## convicted_damage:aggravating_any                                                                                      0.436639
## convicted_threats:aggravating_any                                                                                     0.657675
## convicted_grievous_bodily_harm:aggravating_any                                                                        0.048695
## convicted_serious_drug_offense:aggravating_any                                                                       -0.330734
## convicted_aggravated_assault:aggravating_any                                                                          0.632103
## convicted_intention_of_committing_an_offens:aggravating_any                                                           0.561642
## convicted_theft:aggravating_any                                                                                       0.394134
## convicted_road_traffic_act_other_5:aggravating_any                                                                    0.363893
## convicted_violating_basic_traffic_rules:aggravating_any                                                               0.480660
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                 0.269480
## convicted_obstruction_of_a_public_official:aggravating_any                                                            0.276090
## convicted_aggravated_theft:aggravating_any                                                                            0.701421
## convicted_fraud:aggravating_any                                                                                       0.774276
## convicted_judgment_in_arrears:aggravating_any                                                                         0.409735
## convicted_abuse_in_close_relationships:aggravating_any                                                                1.138185
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any              0.346485
## convicted_violation_of_police_act:aggravating_any                                                                     0.284167
## convicted_serious_fraud:aggravating_any                                                                               0.220731
## convicted_disorderly_conduct:aggravating_any                                                                          1.155958
## convicted_minor_theft:aggravating_any                                                                                 1.764706
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                  0.672133
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                 0.470615
## convicted_road_traffic_act_other_4:aggravating_any                                                                    1.302453
## convicted_incorrect_explanation:aggravating_any                                                                       0.199751
## convicted_document_forgery:aggravating_any                                                                            1.089155
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                        0.818349
## convicted_violation_in_prison:aggravating_any                                                                         1.299320
##                                                                                                                           DF
## (Intercept)                                                                                                            7.038
## defendant_age                                                                                                        288.737
## defendant_is_woman                                                                                                   214.420
## defendant_some_foreign_background                                                                                    297.831
## defendant_log_net_income                                                                                             265.502
## case_is_not_oslo                                                                                                     128.016
## defendant_is_married                                                                                                 182.154
## judge_age                                                                                                             78.470
## judge_is_woman                                                                                                       323.216
## judge_some_foreign_background                                                                                         18.329
## judge_log_net_income                                                                                                   5.784
## judge_is_married                                                                                                     223.985
## convicted_stay_of_execution_.conditional_imprisonment_.                                                               46.574
## convicted_bodily_injury                                                                                               64.791
## convicted_drug_offense                                                                                                85.348
## convicted_illegal_arming_in_a_public_place                                                                            18.709
## convicted_participation                                                                                               40.885
## convicted_courtesy                                                                                                    13.508
## convicted_general_violation_of_traffic_act_1                                                                          88.861
## convicted_drinking_within_six_hours_of_traffic_investigation                                                          75.450
## convicted_acquisition_possession_and_use_of_drugs                                                                      3.534
## convicted_section_24_of_the_medicines_act_other                                                                        3.611
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.                 131.853
## convicted_road_traffic_act_other_1                                                                                     2.829
## convicted_violating_traffic_signage_act                                                                                3.065
## convicted_temporary_suspension_of_driving_lisence                                                                     70.381
## convicted_assault_and_battery                                                                                         75.594
## convicted_reckless_behavior                                                                                           18.653
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                                     21.950
## convicted_damage                                                                                                      24.197
## convicted_threats                                                                                                     55.697
## convicted_grievous_bodily_harm                                                                                        10.209
## convicted_serious_drug_offense                                                                                        36.066
## convicted_aggravated_assault                                                                                          16.512
## convicted_intention_of_committing_an_offens                                                                            8.222
## convicted_theft                                                                                                       30.460
## convicted_road_traffic_act_other_5                                                                                    13.835
## convicted_violating_basic_traffic_rules                                                                               34.662
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                                 55.431
## convicted_obstruction_of_a_public_official                                                                             8.594
## convicted_aggravated_theft                                                                                            17.490
## convicted_fraud                                                                                                       25.188
## convicted_judgment_in_arrears                                                                                         12.554
## convicted_abuse_in_close_relationships                                                                                10.330
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                             131.051
## convicted_violation_of_police_act                                                                                     11.994
## convicted_serious_fraud                                                                                               32.037
## convicted_disorderly_conduct                                                                                          12.823
## convicted_minor_theft                                                                                                 13.922
## convicted_unauthorized_entry_or_stay                                                                                  11.815
## convicted_theft_of_motor_vehicles_etc                                                                                 12.048
## convicted_road_traffic_act_other_4                                                                                     5.579
## convicted_incorrect_explanation                                                                                       40.511
## convicted_document_forgery                                                                                             6.923
## convicted_breach_of_the_duty_of_identification                                                                         6.287
## convicted_violation_in_prison                                                                                         13.789
## mitigating_any                                                                                                       252.765
## aggravating_any                                                                                                      167.227
## convicted_stay_of_execution_.conditional_imprisonment_.:mitigating_any                                                71.244
## convicted_bodily_injury:mitigating_any                                                                               107.630
## convicted_drug_offense:mitigating_any                                                                                159.525
## convicted_illegal_arming_in_a_public_place:mitigating_any                                                            107.675
## convicted_participation:mitigating_any                                                                                73.840
## convicted_courtesy:mitigating_any                                                                                     47.083
## convicted_general_violation_of_traffic_act_1:mitigating_any                                                          163.477
## convicted_drinking_within_six_hours_of_traffic_investigation:mitigating_any                                          154.554
## convicted_acquisition_possession_and_use_of_drugs:mitigating_any                                                       6.633
## convicted_section_24_of_the_medicines_act_other:mitigating_any                                                         7.019
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:mitigating_any  266.642
## convicted_road_traffic_act_other_1:mitigating_any                                                                      2.551
## convicted_violating_traffic_signage_act:mitigating_any                                                                 2.989
## convicted_temporary_suspension_of_driving_lisence:mitigating_any                                                     252.462
## convicted_assault_and_battery:mitigating_any                                                                         220.874
## convicted_reckless_behavior:mitigating_any                                                                            67.281
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:mitigating_any                      96.665
## convicted_damage:mitigating_any                                                                                       81.074
## convicted_threats:mitigating_any                                                                                     145.376
## convicted_grievous_bodily_harm:mitigating_any                                                                         24.738
## convicted_serious_drug_offense:mitigating_any                                                                         71.269
## convicted_aggravated_assault:mitigating_any                                                                           44.401
## convicted_intention_of_committing_an_offens:mitigating_any                                                            25.873
## convicted_theft:mitigating_any                                                                                        94.513
## convicted_road_traffic_act_other_5:mitigating_any                                                                     83.931
## convicted_violating_basic_traffic_rules:mitigating_any                                                               130.333
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:mitigating_any                                                 106.515
## convicted_obstruction_of_a_public_official:mitigating_any                                                             99.010
## convicted_aggravated_theft:mitigating_any                                                                             58.185
## convicted_fraud:mitigating_any                                                                                        67.296
## convicted_judgment_in_arrears:mitigating_any                                                                          32.012
## convicted_abuse_in_close_relationships:mitigating_any                                                                 39.574
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:mitigating_any              220.829
## convicted_violation_of_police_act:mitigating_any                                                                     100.321
## convicted_serious_fraud:mitigating_any                                                                                57.452
## convicted_disorderly_conduct:mitigating_any                                                                           88.364
## convicted_minor_theft:mitigating_any                                                                                  92.424
## convicted_unauthorized_entry_or_stay:mitigating_any                                                                   47.916
## convicted_theft_of_motor_vehicles_etc:mitigating_any                                                                  44.937
## convicted_road_traffic_act_other_4:mitigating_any                                                                     38.103
## convicted_incorrect_explanation:mitigating_any                                                                        69.319
## convicted_document_forgery:mitigating_any                                                                             29.506
## convicted_breach_of_the_duty_of_identification:mitigating_any                                                         57.171
## convicted_violation_in_prison:mitigating_any                                                                          33.090
## convicted_stay_of_execution_.conditional_imprisonment_.:aggravating_any                                               62.055
## convicted_bodily_injury:aggravating_any                                                                               95.515
## convicted_drug_offense:aggravating_any                                                                               120.957
## convicted_illegal_arming_in_a_public_place:aggravating_any                                                            20.170
## convicted_participation:aggravating_any                                                                               45.539
## convicted_courtesy:aggravating_any                                                                                    19.440
## convicted_general_violation_of_traffic_act_1:aggravating_any                                                         123.335
## convicted_drinking_within_six_hours_of_traffic_investigation:aggravating_any                                         116.611
## convicted_acquisition_possession_and_use_of_drugs:aggravating_any                                                      2.440
## convicted_section_24_of_the_medicines_act_other:aggravating_any                                                        2.538
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.:aggravating_any 167.612
## convicted_road_traffic_act_other_1:aggravating_any                                                                     2.742
## convicted_violating_traffic_signage_act:aggravating_any                                                                3.034
## convicted_temporary_suspension_of_driving_lisence:aggravating_any                                                    103.332
## convicted_assault_and_battery:aggravating_any                                                                         98.776
## convicted_reckless_behavior:aggravating_any                                                                           22.550
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint:aggravating_any                     32.730
## convicted_damage:aggravating_any                                                                                      32.666
## convicted_threats:aggravating_any                                                                                     77.117
## convicted_grievous_bodily_harm:aggravating_any                                                                        21.104
## convicted_serious_drug_offense:aggravating_any                                                                        52.695
## convicted_aggravated_assault:aggravating_any                                                                          36.497
## convicted_intention_of_committing_an_offens:aggravating_any                                                            8.674
## convicted_theft:aggravating_any                                                                                       46.634
## convicted_road_traffic_act_other_5:aggravating_any                                                                    14.912
## convicted_violating_basic_traffic_rules:aggravating_any                                                               45.403
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.:aggravating_any                                                 82.284
## convicted_obstruction_of_a_public_official:aggravating_any                                                            10.064
## convicted_aggravated_theft:aggravating_any                                                                            28.113
## convicted_fraud:aggravating_any                                                                                       40.910
## convicted_judgment_in_arrears:aggravating_any                                                                         15.986
## convicted_abuse_in_close_relationships:aggravating_any                                                                16.663
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official:aggravating_any             173.959
## convicted_violation_of_police_act:aggravating_any                                                                     12.299
## convicted_serious_fraud:aggravating_any                                                                               68.858
## convicted_disorderly_conduct:aggravating_any                                                                          17.267
## convicted_minor_theft:aggravating_any                                                                                 18.499
## convicted_unauthorized_entry_or_stay:aggravating_any                                                                  17.625
## convicted_theft_of_motor_vehicles_etc:aggravating_any                                                                 14.414
## convicted_road_traffic_act_other_4:aggravating_any                                                                     6.098
## convicted_incorrect_explanation:aggravating_any                                                                       60.391
## convicted_document_forgery:aggravating_any                                                                             9.195
## convicted_breach_of_the_duty_of_identification:aggravating_any                                                         8.192
## convicted_violation_in_prison:aggravating_any                                                                         25.909
## 
## Multiple R-squared:  0.5273 ,    Adjusted R-squared:  0.5033 
## F-statistic:    NA on 145 and 561 DF,  p-value: NA

There remain a lot of positive coefficients on mitigating circumstances interacted with individual crimes and negative coefficients on aggravating circumstances. All of our coefficients of interest remain robust, but this is nonetheless somewhat concerning. My best guess continues to be that mitigating circumstances and crime severity are somewhat correlated (and the reverse for aggravating circumstances) which counteracts the expected effect of these variables. Also note that the coefficient on mitigating circumstances is indistinguishable from zero.

Age squared

I ran this without robust standard errors, since the metric of interest is the F test of the join hypothesis that the coefficients on age and age^2 are both zero. The F-test should remain unaffected by whether I use robust SEs or not, but the model object from lm_robust doesn’t directly include residuals and the indexing is messed up.

#formula with age squared
ivs <- paste(c(defendant_chars_regression, 'I(defendant_age^2)', judge_chars_regression, 'I(judge_age^2)', sections_regression, circs_regression), collapse = ' + ')

#ivs for restricted model to run joint significance test
ivs_R <- paste(c(defendant_chars_regression, 'I(defendant_age^2)', judge_chars_regression[judge_chars_regression != 'judge_age'], sections_regression, circs_regression), collapse = ' + ')

#FULL DATASET
fit_full_dataset <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short)

#display coefficients for key variables
fit_full_dataset %>% 
  tidy(conf.int = T) %>%
  as.data.frame() %>%
  filter(term %in% c(defendant_chars_regression, 'I(defendant_age^2)', judge_chars_regression, 'I(judge_age^2)')) %>%
  print()

##                                 term     estimate   std.error  statistic
## 1                      defendant_age   4.58008138  1.61693011  2.8325784
## 2                 defendant_is_woman -25.97983031 10.01949428 -2.5929283
## 3  defendant_some_foreign_background  -2.13786444  8.10788729 -0.2636771
## 4           defendant_log_net_income  -3.18456877  0.81851119 -3.8906845
## 5                   case_is_not_oslo   6.09085423  9.67567714  0.6295016
## 6               defendant_is_married  12.26754424 12.79015046  0.9591399
## 7                 I(defendant_age^2)  -0.04359454  0.01921412 -2.2688805
## 8                          judge_age   3.51415061  2.15498599  1.6307069
## 9                     judge_is_woman  -1.83030751  6.87450931 -0.2662455
## 10     judge_some_foreign_background -19.04934911 17.75316177 -1.0730116
## 11              judge_log_net_income -15.87689969  6.22290561 -2.5513644
## 12                  judge_is_married   4.32437180  7.43351446  0.5817399
## 13                    I(judge_age^2)  -0.02370592  0.02213207 -1.0711118
##         p.value     conf.low    conf.high
## 1  0.0046422786   1.40992458  7.750238170
## 2  0.0095535490 -45.62407323 -6.335587401
## 3  0.7920433326 -18.03420641 13.758477523
## 4  0.0001017117  -4.78934365 -1.579793894
## 5  0.5290594006 -12.87930004 25.061008502
## 6  0.3375506144 -12.80885338 37.343941862
## 7  0.0233326662  -0.08126579 -0.005923295
## 8  0.1030368712  -0.71091975  7.739220973
## 9  0.7900648686 -15.30848585 11.647870833
## 10 0.2833355341 -53.85623782 15.757539611
## 11 0.0107699050 -28.07754235 -3.676257024
## 12 0.5607771745 -10.24979330 18.898536899
## 13 0.2841886956  -0.06709810  0.019686262

plot_model(fit_full_dataset, type = 'pred', terms = 'defendant_age [all]')+
  labs(x = 'Defendant Age',
        y = 'Predicted Prison Days',
        title = 'Impact of defendant age on prison time',
        subtitle = 'Full Dataset; untransformed DV')

plot_model(fit_full_dataset, type = 'pred', terms = 'judge_age [all]')+
  labs(x = 'Judge Age',
        y = 'Predicted Prison Days',
        title = 'Impact of judge age on prison time',
        subtitle = 'Full Dataset; untransformed DV')

#run F-test
fit_full_dataset_R <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs_R)), data = df_short)


SSR.UR <- sum(resid(fit_full_dataset)^2, na.rm = T)
SSR.R <- sum(resid(fit_full_dataset_R)^2, na.rm = T)
DFdenom <- df.residual(fit_full_dataset)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat

## [1] 8.25915

qf(0.99, DFnum, DFdenom)

## [1] 4.610879

#PRISON ONLY
fit_restricted_dataset <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short_prison_only)


#display coefficients for key variables
fit_restricted_dataset %>% 
  tidy(conf.int = T) %>%
  as.data.frame() %>%
  filter(term %in% c(defendant_chars_regression, 'I(defendant_age^2)', judge_chars_regression, 'I(judge_age^2)')) %>%
  print()

##                                 term     estimate   std.error  statistic
## 1                      defendant_age   5.16767800  1.95544318  2.6427145
## 2                 defendant_is_woman -24.60209159 12.03285801 -2.0445759
## 3  defendant_some_foreign_background  -1.44989858  9.66111853 -0.1500756
## 4           defendant_log_net_income  -3.73773798  0.97213875 -3.8448606
## 5                   case_is_not_oslo   2.54503089 11.57472686  0.2198783
## 6               defendant_is_married  11.04131120 15.11981565  0.7302544
## 7                 I(defendant_age^2)  -0.05022770  0.02308912 -2.1753841
## 8                          judge_age   4.35510841  2.55120414  1.7070796
## 9                     judge_is_woman  -1.55471680  8.13036021 -0.1912236
## 10     judge_some_foreign_background -27.32071593 20.63396772 -1.3240651
## 11              judge_log_net_income -22.86181178  7.63793159 -2.9931941
## 12                  judge_is_married   3.66903426  8.71468725  0.4210173
## 13                    I(judge_age^2)  -0.02778192  0.02623780 -1.0588510
##        p.value     conf.low    conf.high
## 1  0.008268271   1.33349376  9.001862244
## 2  0.040985999 -48.19581960 -1.008363575
## 3  0.880715280 -20.39317894 17.493381790
## 4  0.000123190  -5.64388340 -1.831592562
## 5  0.825981300 -20.15040498 25.240466771
## 6  0.465293186 -18.60524639 40.687868786
## 7  0.029681147  -0.09550026 -0.004955133
## 8  0.087913363  -0.64722906  9.357445889
## 9  0.848363677 -17.49652441 14.387090817
## 10 0.185584857 -67.77928544 13.137853584
## 11 0.002783833 -37.83807764 -7.885545929
## 12 0.673773358 -13.41850725 20.756575770
## 13 0.289755045  -0.07922835  0.023664505

plot_model(fit_restricted_dataset, type = 'pred', terms = 'defendant_age [all]')+
  labs(x = 'Defendant Age',
        y = 'Predicted Prison Days',
        title = 'Impact of defendant age on prison time',
        subtitle = 'Restricted Dataset; untransformed DV')

plot_model(fit_restricted_dataset, type = "pred", terms = "judge_age [all]") +
  geom_rug(data = fit_restricted_dataset$model, aes(x = judge_age, y = 0), 
           sides = "b", inherit.aes = FALSE,
           alpha = 0.2, position = position_jitter(width = 0.2, height = 0)) +
  labs(
    x = "Judge Age",
    y = "Predicted Prison Days",
    title = "Impact of Judge Age on Prison Time",
    subtitle = "Restricted Dataset; Untransformed DV"
  )

ggsave(paste0(output_fp, 'judge_age_prison_only.svg'), plot = last_plot(), width = 8, height = 6)


#run F-test
fit_restricted_dataset_R <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs_R)), data = df_short_prison_only)


SSR.UR <- sum(resid(fit_restricted_dataset)^2, na.rm = T)
SSR.R <- sum(resid(fit_restricted_dataset_R)^2, na.rm = T)
DFdenom <- df.residual(fit_restricted_dataset)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat

## [1] 10.80944

qf(0.99, DFnum, DFdenom)

## [1] 4.612426

#PRISON ONLY LOGGED DV
fit_restricted_dataset_logged_dv <- lm(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs)), data = df_short_prison_only)

fit_restricted_dataset_logged_dv %>% 
  tidy(conf.int = T) %>%
  as.data.frame() %>%
  filter(term %in% c(defendant_chars_regression, 'I(defendant_age^2)', judge_chars_regression, 'I(judge_age^2)')) %>%
  print()

##                                 term      estimate    std.error  statistic
## 1                      defendant_age  0.0206570367 6.893453e-03  2.9966169
## 2                 defendant_is_woman -0.0949536927 4.241900e-02 -2.2384710
## 3  defendant_some_foreign_background -0.0201304803 3.405799e-02 -0.5910649
## 4           defendant_log_net_income -0.0115228079 3.427045e-03 -3.3623156
## 5                   case_is_not_oslo  0.0728665045 4.080396e-02  1.7857703
## 6               defendant_is_married -0.0245656190 5.330133e-02 -0.4608819
## 7                 I(defendant_age^2) -0.0002076349 8.139522e-05 -2.5509469
## 8                          judge_age  0.0169405292 8.993667e-03  1.8836065
## 9                     judge_is_woman  0.0085858535 2.866166e-02  0.2995588
## 10     judge_some_foreign_background -0.1762009314 7.274017e-02 -2.4223331
## 11              judge_log_net_income -0.0368833788 2.692572e-02 -1.3698195
## 12                  judge_is_married -0.0380304050 3.072157e-02 -1.2379057
## 13                    I(judge_age^2) -0.0001158810 9.249516e-05 -1.2528334
##         p.value      conf.low     conf.high
## 1  0.0027528649  0.0071405268  3.417355e-02
## 2  0.0252652738 -0.1781278018 -1.177958e-02
## 3  0.5545226212 -0.0869105358  4.664958e-02
## 4  0.0007828516 -0.0182424728 -4.803143e-03
## 5  0.0742399887 -0.0071408880  1.528739e-01
## 6  0.6449176108 -0.1290775474  7.994631e-02
## 7  0.0107935531 -0.0003672326 -4.803716e-05
## 8  0.0597173123 -0.0006940287  3.457509e-02
## 9  0.7645349824 -0.0476132196  6.478493e-02
## 10 0.0154815741 -0.3188280512 -3.357381e-02
## 11 0.1708483577 -0.0896786627  1.591191e-02
## 12 0.2158503542 -0.0982684920  2.220768e-02
## 13 0.2103664490 -0.0002972432  6.548118e-05

plot_model(fit_restricted_dataset_logged_dv, type = 'pred', terms = 'defendant_age [all]')+
  labs(x = 'Defendant Age',
        y = 'Predicted Prison Days',
        title = 'Impact of defendant age on prison time',
        subtitle = 'Restricted Dataset; Logged DV')

plot_model(fit_restricted_dataset_logged_dv, type = 'pred', terms = 'judge_age [all]')+
  labs(x = 'Judge Age',
        y = 'Predicted Prison Days',
        title = 'Impact of judge age on prison time',
        subtitle = 'Restricted Dataset; logged DV')

#run F-test
fit_restricted_dataset_logged_dv_R <- lm(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs_R)), data = df_short_prison_only)


SSR.UR <- sum(resid(fit_restricted_dataset_logged_dv)^2, na.rm = T)
SSR.R <- sum(resid(fit_restricted_dataset_logged_dv_R)^2, na.rm = T)
DFdenom <- df.residual(fit_restricted_dataset_logged_dv)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat

## [1] 10.56103

qf(0.99, DFnum, DFdenom)

## [1] 4.612426

None of the other coefficients are affected in terms of significance Defendant age clearly has a quadratic effect that is highly significant. Judge age essentially has a linear effect until around age 70 BUT if quadratic term is included, both terms lack significance. However, the joint hypothesis that both terms are zero can be rejected using the F-test (ie judge age has a significant effect).

Test if the age effect is driven by a discontinuity around 45

#plot residuals against judge age
age_residual_restricted_df <- data.frame(judge_age = fit_restricted_dataset$model$judge_age,
                                   resid = fit_restricted_dataset$residuals)
ggplot(data = age_residual_restricted_df, aes(x = judge_age, y = resid))+
  geom_point()

It does appear that our model is especially likely to underpredict the true punishment handed out by judges in their middle ages. So these are cases where our model thinks that the true punishment should be much shorter than the verdict that was handed down. Let’s see what happens to our coefficients if we introduce binary age bracket variables.

#age cutoffs to test
age_cutoff_vec <- c(35, 40, 45, 50, 55)
fr <- paste0('punishment_prison_days ~ ', paste(c(defendant_chars_regression, judge_chars_regression, 'judge_age_cutoff', 'judge_age*judge_age_cutoff', 
                                                  sections_regression, circs_regression), collapse = ' + '))

#Run 'RDD' type models which allow for discontinuity at cutoff
for(age_cutoff in age_cutoff_vec){
  print(paste0('Age cutoff: ', age_cutoff))
  df_short_prison_only <- df_short_prison_only %>%
    mutate(judge_age_cutoff = ifelse(judge_age > age_cutoff, 1, 0))
  fit_df <- lm_robust(as.formula(fr), data = df_short_prison_only, clusters = judge__id) %>%
    tidy(conf.int = T) %>%
    filter(grepl('judge', term))
  
  print(fit_df)
}

## [1] "Age cutoff: 35"
##                            term    estimate std.error   statistic   p.value
## 1                     judge_age  -0.6595696  1.651146 -0.39946172 0.6910785
## 2                judge_is_woman  -0.5892070  9.472848 -0.06219956 0.9504426
## 3 judge_some_foreign_background -25.1987715 16.604646 -1.51757358 0.1468102
## 4          judge_log_net_income -22.1808625 19.338611 -1.14697292 0.3018832
## 5              judge_is_married   2.4620917 10.524995  0.23392806 0.8152946
## 6              judge_age_cutoff -35.0223758 75.371324 -0.46466446 0.6436524
## 7    judge_age:judge_age_cutoff   1.8161676  1.944928  0.93379691 0.3541891
##      conf.low  conf.high         df                outcome
## 1   -3.967500   2.648361  55.780229 punishment_prison_days
## 2  -19.225939  18.047525 320.890133 punishment_prison_days
## 3  -60.130664   9.733121  17.669525 punishment_prison_days
## 4  -71.463792  27.102067   5.148631 punishment_prison_days
## 5  -18.299767  23.223950 188.569865 punishment_prison_days
## 6 -185.416599 115.371848  68.173042 punishment_prison_days
## 7   -2.075074   5.707409  59.401569 punishment_prison_days
## [1] "Age cutoff: 40"
##                            term    estimate std.error   statistic   p.value
## 1                     judge_age   1.3781972  1.922399  0.71691544 0.4757809
## 2                judge_is_woman  -0.3126760  9.688764 -0.03227202 0.9742751
## 3 judge_some_foreign_background -26.7625108 16.869112 -1.58648010 0.1306070
## 4          judge_log_net_income -23.1820836 19.653377 -1.17954707 0.2883186
## 5              judge_is_married   3.7599784 10.464404  0.35931128 0.7197541
## 6              judge_age_cutoff  48.8581071 97.140439  0.50296362 0.6158861
## 7    judge_age:judge_age_cutoff  -0.6114472  2.332109 -0.26218633 0.7937775
##      conf.low  conf.high         df                outcome
## 1   -2.455034   5.211429  70.917051 punishment_prison_days
## 2  -19.373734  18.748382 322.968192 punishment_prison_days
## 3  -62.286775   8.761754  17.427909 punishment_prison_days
## 4  -72.829789  26.465621   5.309447 punishment_prison_days
## 5  -16.878999  24.398956 193.442811 punishment_prison_days
## 6 -143.418681 241.134895 123.436506 punishment_prison_days
## 7   -5.244650   4.021756  89.912893 punishment_prison_days
## [1] "Age cutoff: 45"
##                            term   estimate  std.error  statistic    p.value
## 1                     judge_age   3.961925   2.091941  1.8938992 0.06137391
## 2                judge_is_woman  -1.019413   9.406067 -0.1083782 0.91376348
## 3 judge_some_foreign_background -26.816953  17.508933 -1.5316155 0.14353762
## 4          judge_log_net_income -21.736011  19.999801 -1.0868114 0.32627314
## 5              judge_is_married   2.093950  10.242548  0.2044365 0.83822437
## 6              judge_age_cutoff  91.923003 108.244727  0.8492146 0.39739782
## 7    judge_age:judge_age_cutoff  -2.576352   2.578876 -0.9990214 0.31963289
##       conf.low  conf.high         df                outcome
## 1   -0.1927365   8.116587  92.189166 punishment_prison_days
## 2  -19.5248027  17.485978 320.699624 punishment_prison_days
## 3  -63.6839448  10.050039  17.457625 punishment_prison_days
## 4  -73.0018227  29.529800   5.047544 punishment_prison_days
## 5  -18.1056781  22.293578 196.191616 punishment_prison_days
## 6 -122.3228692 306.168876 124.044815 punishment_prison_days
## 7   -7.6781600   2.525455 130.518781 punishment_prison_days
## [1] "Age cutoff: 50"
##                            term    estimate  std.error  statistic    p.value
## 1                     judge_age   2.4852021   1.209376  2.0549459 0.04245369
## 2                judge_is_woman  -0.9625788   9.448389 -0.1018776 0.91891764
## 3 judge_some_foreign_background -26.6565931  16.783854 -1.5882284 0.13017487
## 4          judge_log_net_income -21.7902488  20.534745 -1.0611405 0.33743563
## 5              judge_is_married   3.6716954  10.551116  0.3479912 0.72821302
## 6              judge_age_cutoff  47.1067700 120.550715  0.3907631 0.69710542
## 7    judge_age:judge_age_cutoff  -1.1441717   2.301978 -0.4970385 0.62039118
##        conf.low  conf.high         df                outcome
## 1    0.08625838   4.884146 101.463492 punishment_prison_days
## 2  -19.55135231  17.626195 320.155149 punishment_prison_days
## 3  -61.99602476   8.682839  17.463141 punishment_prison_days
## 4  -74.66874639  31.088249   4.971156 punishment_prison_days
## 5  -17.13409220  24.477483 199.869670 punishment_prison_days
## 6 -193.13256253 287.346103  73.324203 punishment_prison_days
## 7   -5.71834025   3.429997  88.736637 punishment_prison_days
## [1] "Age cutoff: 55"
##                            term    estimate   std.error   statistic    p.value
## 1                     judge_age   1.9653564   0.9039524  2.17418122 0.03242179
## 2                judge_is_woman  -0.7886827   9.5049628 -0.08297589 0.93392271
## 3 judge_some_foreign_background -26.3750857  16.9885685 -1.55251960 0.13844706
## 4          judge_log_net_income -21.8880314  20.6233463 -1.06132298 0.33762491
## 5              judge_is_married   4.7399506  11.3039265  0.41931895 0.67542232
## 6              judge_age_cutoff  75.2519407 162.5173803  0.46303934 0.64861477
## 7    judge_age:judge_age_cutoff  -1.3264813   2.7876280 -0.47584588 0.63929185
##       conf.low  conf.high         df                outcome
## 1    0.1685137   3.762199  86.523941 punishment_prison_days
## 2  -19.4889574  17.911592 319.264620 punishment_prison_days
## 3  -62.1418020   9.391631  17.487941 punishment_prison_days
## 4  -75.0872826  31.311220   4.942741 punishment_prison_days
## 5  -17.5469735  27.026875 204.902400 punishment_prison_days
## 6 -264.9844304 415.488312  18.931284 punishment_prison_days
## 7   -7.1378170   4.484854  20.192649 punishment_prison_days

There is a jump, but it’s not significant and the linear effect of age is more or less maintained.

Judge Age and Defendant Foreign Background

Let’s see what this looks like for a dataset restricted to defendants with foreign background:

#restrict dataset to foreign background
df_short_defendant_foreign <- df_short %>%
  filter(defendant_some_foreign_background == 1)

df_short_prison_only_defendant_foreign <- df_short_prison_only %>%
  filter(defendant_some_foreign_background == 1)


#formula with age squared
ivs <- paste(c(defendant_chars_regression[defendant_chars_regression != 'defendant_some_foreign_background'], 'I(defendant_age^2)', judge_chars_regression, 'I(judge_age^2)', sections_regression, circs_regression), collapse = ' + ')
ivs_R <- paste(c(defendant_chars_regression[defendant_chars_regression != 'defendant_some_foreign_background'], 'I(defendant_age^2)', judge_chars_regression[judge_chars_regression != 'judge_age'], sections_regression, circs_regression), collapse = ' + ')

#FULL DATASET
fit_full_dataset <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short_defendant_foreign)

#display coefficients for key variables
fit_full_dataset %>% 
  tidy(conf.int = T) %>%
  as.data.frame() %>%
  filter(term %in% c(judge_chars_regression, 'I(judge_age^2)')) %>%
  print()

##                            term     estimate   std.error  statistic     p.value
## 1                     judge_age   3.73766549  3.93809790  0.9491043 0.342787234
## 2                judge_is_woman   6.97885603 14.30059671  0.4880115 0.625644149
## 3 judge_some_foreign_background  15.65757162 35.71211352  0.4384387 0.661159026
## 4          judge_log_net_income -39.34221121  9.97964746 -3.9422446 0.000086101
## 5              judge_is_married   8.59377021 15.06208650  0.5705564 0.568423140
## 6                I(judge_age^2)  -0.01646279  0.03956257 -0.4161204 0.677407458
##       conf.low    conf.high
## 1  -3.98982326  11.46515425
## 2 -21.08233066  35.04004271
## 3 -54.41812554  85.73326878
## 4 -58.92466333 -19.75975908
## 5 -20.96164134  38.14918176
## 6  -0.09409399   0.06116842

plot_model(fit_full_dataset, type = 'pred', terms = 'judge_age [all]')+
  labs(x = 'Judge Age',
        y = 'Predicted Prison Days',
        title = 'Impact of judge age on prison time',
        subtitle = 'Defendants with foreign background only; untransformed DV')

#run F-test
fit_full_dataset_R <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs_R)), data = df_short_defendant_foreign)


SSR.UR <- sum(resid(fit_full_dataset)^2, na.rm = T)
SSR.R <- sum(resid(fit_full_dataset_R)^2, na.rm = T)
DFdenom <- df.residual(fit_full_dataset)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat

## [1] 5.920824

qf(0.99, DFnum, DFdenom)

## [1] 4.625544

#PRISON ONLY

fit_restricted_dataset <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs)), data = df_short_prison_only_defendant_foreign)

#display coefficients for key variables
fit_restricted_dataset %>% 
  tidy(conf.int = T) %>%
  as.data.frame() %>%
  filter(term %in% c(judge_chars_regression, 'I(judge_age^2)')) %>%
  print()

##                            term     estimate   std.error   statistic
## 1                     judge_age   8.68663694  4.63229544  1.87523379
## 2                judge_is_woman  12.88634612 17.43914548  0.73893220
## 3 judge_some_foreign_background  -5.84184207 40.73503602 -0.14341075
## 4          judge_log_net_income -68.82051263 13.60972243 -5.05671684
## 5              judge_is_married   0.05313095 18.22792843  0.00291481
## 6                I(judge_age^2)  -0.05903649  0.04593917 -1.28510158
##        p.value    conf.low    conf.high
## 1 6.113017e-02  -0.4064619  17.77973577
## 2 4.601682e-01 -21.3463308  47.11902304
## 3 8.860025e-01 -85.8038636  74.12017950
## 4 5.308501e-07 -95.5361124 -42.10491287
## 5 9.976751e-01 -35.7279103  35.83417224
## 6 1.991344e-01  -0.1492141   0.03114112

plot_model(fit_restricted_dataset, type = 'pred', terms = 'judge_age [all]')+
  labs(x = 'Judge Age',
        y = 'Predicted Prison Days',
        title = 'Impact of judge age on prison time',
        subtitle = 'Restricted Dataset; Defendants with foreign background only; untransformed DV')

#run F-test
fit_restricted_dataset_R <- lm(formula = as.formula(paste0('punishment_prison_days ~ ', ivs_R)), data = df_short_prison_only_defendant_foreign)


SSR.UR <- sum(resid(fit_restricted_dataset)^2, na.rm = T)
SSR.R <- sum(resid(fit_restricted_dataset_R)^2, na.rm = T)
DFdenom <- df.residual(fit_restricted_dataset)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat

## [1] 8.018112

qf(0.99, DFnum, DFdenom)

## [1] 4.632189

#PRISON ONLY, LOGGED DV
fit_restricted_dataset_logged_dv <- lm(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs)), data = df_short_prison_only_defendant_foreign)

fit_restricted_dataset_logged_dv %>% 
  tidy(conf.int = T) %>%
  as.data.frame() %>%
  filter(term %in% c(judge_chars_regression, 'I(judge_age^2)')) %>%
  print()

##                            term      estimate   std.error  statistic    p.value
## 1                     judge_age  0.0271694461 0.014612361  1.8593468 0.06335053
## 2                judge_is_woman  0.0864646477 0.055010974  1.5717709 0.11640511
## 3 judge_some_foreign_background -0.1153001794 0.128496778 -0.8973002 0.36983283
## 4          judge_log_net_income -0.1067389411 0.042931237 -2.4862769 0.01311486
## 5              judge_is_married -0.1218270751 0.057499153 -2.1187630 0.03442280
## 6                I(judge_age^2) -0.0001901329 0.000144913 -1.3120490 0.18988567
##       conf.low     conf.high
## 1 -0.001514312  0.0558532036
## 2 -0.021520740  0.1944500357
## 3 -0.367536659  0.1369363006
## 4 -0.191012059 -0.0224658236
## 5 -0.234696707 -0.0089574437
## 6 -0.000474594  0.0000943282

plot_model(fit_restricted_dataset_logged_dv, type = 'pred', terms = 'judge_age [all]')+
  labs(x = 'Judge Age',
        y = 'Predicted Prison Days',
        title = 'Impact of judge age on prison time',
        subtitle = 'Restricted Dataset;Defendants with foreign background only; logged DV')

#run F-test
fit_restricted_dataset_logged_dv_R <- lm(formula = as.formula(paste0('punishment_prison_days_log ~ ', ivs_R)), data = df_short_prison_only_defendant_foreign)


SSR.UR <- sum(resid(fit_restricted_dataset_logged_dv)^2, na.rm = T)
SSR.R <- sum(resid(fit_restricted_dataset_logged_dv_R)^2, na.rm = T)
DFdenom <- df.residual(fit_restricted_dataset_logged_dv)
DFnum <- 2
F.stat <- ((SSR.R - SSR.UR)/DFnum) / (SSR.UR/DFdenom)
F.stat

## [1] 7.080978

qf(0.99, DFnum, DFdenom)

## [1] 4.632189

F-stats are significant for all specifications.

District FEs

#Include 'case_district_court' as an additional IV to test that results are robust to geographical controls
fr_district <- paste0('punishment_prison_days ~ ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression, 'case_district_court'), collapse = ' + '))

fit_full_district <- lm_robust(as.formula(fr_district), clusters = judge__id, data = df_short)
summary(fit_full_district)

## 
## Call:
## lm_robust(formula = as.formula(fr_district), data = df_short, 
##     clusters = judge__id)
## 
## Standard error type:  CR2 
## 
## Coefficients: (1 not defined because the design matrix is rank deficient)
##                                                                                                       Estimate
## (Intercept)                                                                                           188.3141
## defendant_age                                                                                           0.9844
## defendant_is_woman                                                                                    -25.0797
## defendant_some_foreign_background                                                                      -0.2149
## defendant_log_net_income                                                                               -3.1553
## case_is_not_oslo                                                                                      -13.8101
## defendant_is_married                                                                                   13.6352
## judge_age                                                                                               1.2588
## judge_is_woman                                                                                         -1.7047
## judge_some_foreign_background                                                                         -11.0513
## judge_log_net_income                                                                                  -13.8326
## judge_is_married                                                                                        8.7256
## convicted_stay_of_execution_.conditional_imprisonment_.                                                -2.2839
## convicted_bodily_injury                                                                                43.5252
## convicted_drug_offense                                                                                -24.0521
## convicted_illegal_arming_in_a_public_place                                                             29.6384
## convicted_participation                                                                                31.7293
## convicted_courtesy                                                                                     12.1835
## convicted_general_violation_of_traffic_act_1                                                          -57.8113
## convicted_drinking_within_six_hours_of_traffic_investigation                                            0.9443
## convicted_acquisition_possession_and_use_of_drugs                                                     117.3874
## convicted_section_24_of_the_medicines_act_other                                                      -116.8114
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.   10.1418
## convicted_road_traffic_act_other_1                                                                     32.4826
## convicted_violating_traffic_signage_act                                                               -41.9554
## convicted_temporary_suspension_of_driving_lisence                                                      16.4386
## convicted_assault_and_battery                                                                         -36.2536
## convicted_reckless_behavior                                                                            -9.6094
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                      19.5116
## convicted_damage                                                                                       -6.3326
## convicted_threats                                                                                     -10.8587
## convicted_grievous_bodily_harm                                                                        257.0782
## convicted_serious_drug_offense                                                                        508.1542
## convicted_aggravated_assault                                                                           14.4842
## convicted_intention_of_committing_an_offens                                                            49.7933
## convicted_theft                                                                                       -21.5350
## convicted_road_traffic_act_other_5                                                                     36.6304
## convicted_violating_basic_traffic_rules                                                                -2.6265
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                  -4.2696
## convicted_obstruction_of_a_public_official                                                            -10.4296
## convicted_aggravated_theft                                                                             57.7496
## convicted_fraud                                                                                       -25.2470
## convicted_judgment_in_arrears                                                                          28.6730
## convicted_abuse_in_close_relationships                                                                279.1297
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official              -45.3435
## convicted_violation_of_police_act                                                                     -20.8742
## convicted_serious_fraud                                                                                57.2610
## convicted_disorderly_conduct                                                                          -26.5003
## convicted_minor_theft                                                                                  -1.4638
## convicted_unauthorized_entry_or_stay                                                                  -15.4351
## convicted_theft_of_motor_vehicles_etc                                                                  53.7934
## convicted_road_traffic_act_other_4                                                                     10.2356
## convicted_incorrect_explanation                                                                       -58.2079
## convicted_document_forgery                                                                             50.0748
## convicted_breach_of_the_duty_of_identification                                                         -3.1901
## convicted_violation_in_prison                                                                         -70.8872
## group1_mitigating_confession                                                                           26.8495
## group1_aggravating_other                                                                               17.7611
## group1_aggravating_repeated_offense                                                                    25.6362
## group1_aggravating_driving                                                                            -17.4846
## group1_mitigating_processing_time                                                                      -7.7519
## group1_aggravating_life_health                                                                         37.2589
## group1_mitigating_other                                                                                49.3759
## group1_aggravating_victim                                                                              28.9363
## group1_aggravating_threats                                                                             36.7905
## group1_aggravating_place                                                                              -23.1473
## group1_aggravating_severe                                                                              64.7175
## group1_aggravating_preventative                                                                       -28.6836
## group1_aggravating_violation                                                                           62.1142
## group1_aggravating_cumulative_offense                                                                  27.7590
## group1_aggravating_children                                                                            -9.1755
## group1_aggravating_drugs                                                                              -17.0588
## group1_mitigating_burden                                                                              -35.6516
## group1_mitigating_cause                                                                                -3.6398
## group1_aggravating_object                                                                             -30.9601
## group1_mitigating_potential_rehabilitation                                                             -6.4702
## group1_mitigating_minor                                                                               -40.0504
## case_district_courtAgder tingrett                                                                      -1.4744
## case_district_courtBuskerud tingrett                                                                   41.0520
## case_district_courtFollo og Nordre Østfold tingrett                                                     4.3386
## case_district_courtHaugaland og Sunnhordland tingrett                                                 -12.0221
## case_district_courtHelgeland tingrett                                                                  -1.9513
## case_district_courtHordaland tingrett                                                                  26.4133
## case_district_courtIndre og Østre Finnmark tingrett                                                     8.9425
## case_district_courtMidtre Hålogaland tingrett                                                          44.1798
## case_district_courtMøre og Romsdal tingrett                                                            39.0885
## case_district_courtNord-Troms og Senja tingrett                                                        41.0417
## case_district_courtØstre Innlandet tingrett                                                            26.4750
## case_district_courtRingerike, Asker og Bærum tingrett                                                   5.7461
## case_district_courtRomerike og Glåmdal tingrett                                                         2.7977
## case_district_courtSalten og Lofoten tingrett                                                          24.4476
## case_district_courtSogn og Fjordane tingrett                                                                NA
## case_district_courtSøndre Østfold tingrett                                                             45.6783
## case_district_courtSør-Rogaland tingrett                                                               37.7319
## case_district_courtTelemark tingrett                                                                   16.0094
## case_district_courtTrøndelag tingrett                                                                  24.3055
## case_district_courtUnknown                                                                             -9.2820
## case_district_courtVestfold tingrett                                                                   13.1740
## case_district_courtVestre Finnmark tingrett                                                            11.3684
## case_district_courtVestre Innlandet tingrett                                                           32.4157
##                                                                                                      Std. Error
## (Intercept)                                                                                            163.9987
## defendant_age                                                                                            0.2885
## defendant_is_woman                                                                                       8.0067
## defendant_some_foreign_background                                                                       10.6804
## defendant_log_net_income                                                                                 1.2987
## case_is_not_oslo                                                                                        30.2083
## defendant_is_married                                                                                    17.5470
## judge_age                                                                                                0.4178
## judge_is_woman                                                                                           7.6426
## judge_some_foreign_background                                                                           16.2885
## judge_log_net_income                                                                                    12.8250
## judge_is_married                                                                                         9.8212
## convicted_stay_of_execution_.conditional_imprisonment_.                                                 11.5501
## convicted_bodily_injury                                                                                 13.4567
## convicted_drug_offense                                                                                  18.3508
## convicted_illegal_arming_in_a_public_place                                                              13.3973
## convicted_participation                                                                                 32.5753
## convicted_courtesy                                                                                      22.4006
## convicted_general_violation_of_traffic_act_1                                                            13.8002
## convicted_drinking_within_six_hours_of_traffic_investigation                                             8.1525
## convicted_acquisition_possession_and_use_of_drugs                                                       70.8515
## convicted_section_24_of_the_medicines_act_other                                                         72.1982
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.    10.8989
## convicted_road_traffic_act_other_1                                                                      44.6416
## convicted_violating_traffic_signage_act                                                                 44.2923
## convicted_temporary_suspension_of_driving_lisence                                                        6.5422
## convicted_assault_and_battery                                                                           12.1717
## convicted_reckless_behavior                                                                             13.5406
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                       17.6260
## convicted_damage                                                                                        12.3904
## convicted_threats                                                                                       14.2144
## convicted_grievous_bodily_harm                                                                          55.7314
## convicted_serious_drug_offense                                                                          91.5386
## convicted_aggravated_assault                                                                            15.7695
## convicted_intention_of_committing_an_offens                                                             27.1951
## convicted_theft                                                                                         13.7713
## convicted_road_traffic_act_other_5                                                                      16.6241
## convicted_violating_basic_traffic_rules                                                                  9.1235
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                    5.6555
## convicted_obstruction_of_a_public_official                                                               9.9814
## convicted_aggravated_theft                                                                              26.2128
## convicted_fraud                                                                                         16.4834
## convicted_judgment_in_arrears                                                                           50.7631
## convicted_abuse_in_close_relationships                                                                  43.9782
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                12.9088
## convicted_violation_of_police_act                                                                       14.1607
## convicted_serious_fraud                                                                                 20.0647
## convicted_disorderly_conduct                                                                             9.8412
## convicted_minor_theft                                                                                   16.7688
## convicted_unauthorized_entry_or_stay                                                                    17.8640
## convicted_theft_of_motor_vehicles_etc                                                                   28.0593
## convicted_road_traffic_act_other_4                                                                      15.2474
## convicted_incorrect_explanation                                                                         19.5091
## convicted_document_forgery                                                                              20.0809
## convicted_breach_of_the_duty_of_identification                                                          13.2701
## convicted_violation_in_prison                                                                           24.0091
## group1_mitigating_confession                                                                            12.1484
## group1_aggravating_other                                                                                12.4669
## group1_aggravating_repeated_offense                                                                     11.3258
## group1_aggravating_driving                                                                               8.7989
## group1_mitigating_processing_time                                                                       14.5538
## group1_aggravating_life_health                                                                          13.9649
## group1_mitigating_other                                                                                 30.9756
## group1_aggravating_victim                                                                               21.5457
## group1_aggravating_threats                                                                              32.2257
## group1_aggravating_place                                                                                15.8499
## group1_aggravating_severe                                                                               26.4359
## group1_aggravating_preventative                                                                         15.0274
## group1_aggravating_violation                                                                            28.8139
## group1_aggravating_cumulative_offense                                                                   15.2995
## group1_aggravating_children                                                                             16.9562
## group1_aggravating_drugs                                                                                20.1874
## group1_mitigating_burden                                                                                14.8608
## group1_mitigating_cause                                                                                 18.5549
## group1_aggravating_object                                                                               26.5665
## group1_mitigating_potential_rehabilitation                                                              21.9214
## group1_mitigating_minor                                                                                 17.4146
## case_district_courtAgder tingrett                                                                       27.7428
## case_district_courtBuskerud tingrett                                                                    36.1086
## case_district_courtFollo og Nordre Østfold tingrett                                                     39.8439
## case_district_courtHaugaland og Sunnhordland tingrett                                                   29.5948
## case_district_courtHelgeland tingrett                                                                   31.5533
## case_district_courtHordaland tingrett                                                                   37.9234
## case_district_courtIndre og Østre Finnmark tingrett                                                     33.0265
## case_district_courtMidtre Hålogaland tingrett                                                           29.5598
## case_district_courtMøre og Romsdal tingrett                                                             37.2719
## case_district_courtNord-Troms og Senja tingrett                                                         30.3653
## case_district_courtØstre Innlandet tingrett                                                             31.4649
## case_district_courtRingerike, Asker og Bærum tingrett                                                   29.8364
## case_district_courtRomerike og Glåmdal tingrett                                                         27.8377
## case_district_courtSalten og Lofoten tingrett                                                           49.0813
## case_district_courtSogn og Fjordane tingrett                                                                 NA
## case_district_courtSøndre Østfold tingrett                                                              38.0342
## case_district_courtSør-Rogaland tingrett                                                                35.1148
## case_district_courtTelemark tingrett                                                                    33.2644
## case_district_courtTrøndelag tingrett                                                                   28.7373
## case_district_courtUnknown                                                                              29.6532
## case_district_courtVestfold tingrett                                                                    28.1271
## case_district_courtVestre Finnmark tingrett                                                             33.0649
## case_district_courtVestre Innlandet tingrett                                                            31.6258
##                                                                                                       t value
## (Intercept)                                                                                           1.14827
## defendant_age                                                                                         3.41256
## defendant_is_woman                                                                                   -3.13235
## defendant_some_foreign_background                                                                    -0.02012
## defendant_log_net_income                                                                             -2.42950
## case_is_not_oslo                                                                                     -0.45716
## defendant_is_married                                                                                  0.77707
## judge_age                                                                                             3.01274
## judge_is_woman                                                                                       -0.22306
## judge_some_foreign_background                                                                        -0.67848
## judge_log_net_income                                                                                 -1.07856
## judge_is_married                                                                                      0.88844
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -0.19774
## convicted_bodily_injury                                                                               3.23446
## convicted_drug_offense                                                                               -1.31068
## convicted_illegal_arming_in_a_public_place                                                            2.21227
## convicted_participation                                                                               0.97403
## convicted_courtesy                                                                                    0.54389
## convicted_general_violation_of_traffic_act_1                                                         -4.18918
## convicted_drinking_within_six_hours_of_traffic_investigation                                          0.11583
## convicted_acquisition_possession_and_use_of_drugs                                                     1.65681
## convicted_section_24_of_the_medicines_act_other                                                      -1.61793
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  0.93053
## convicted_road_traffic_act_other_1                                                                    0.72763
## convicted_violating_traffic_signage_act                                                              -0.94724
## convicted_temporary_suspension_of_driving_lisence                                                     2.51270
## convicted_assault_and_battery                                                                        -2.97850
## convicted_reckless_behavior                                                                          -0.70967
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     1.10698
## convicted_damage                                                                                     -0.51109
## convicted_threats                                                                                    -0.76392
## convicted_grievous_bodily_harm                                                                        4.61280
## convicted_serious_drug_offense                                                                        5.55125
## convicted_aggravated_assault                                                                          0.91850
## convicted_intention_of_committing_an_offens                                                           1.83097
## convicted_theft                                                                                      -1.56377
## convicted_road_traffic_act_other_5                                                                    2.20345
## convicted_violating_basic_traffic_rules                                                              -0.28788
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                -0.75494
## convicted_obstruction_of_a_public_official                                                           -1.04491
## convicted_aggravated_theft                                                                            2.20311
## convicted_fraud                                                                                      -1.53166
## convicted_judgment_in_arrears                                                                         0.56484
## convicted_abuse_in_close_relationships                                                                6.34700
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -3.51259
## convicted_violation_of_police_act                                                                    -1.47409
## convicted_serious_fraud                                                                               2.85381
## convicted_disorderly_conduct                                                                         -2.69281
## convicted_minor_theft                                                                                -0.08730
## convicted_unauthorized_entry_or_stay                                                                 -0.86404
## convicted_theft_of_motor_vehicles_etc                                                                 1.91714
## convicted_road_traffic_act_other_4                                                                    0.67130
## convicted_incorrect_explanation                                                                      -2.98363
## convicted_document_forgery                                                                            2.49365
## convicted_breach_of_the_duty_of_identification                                                       -0.24039
## convicted_violation_in_prison                                                                        -2.95251
## group1_mitigating_confession                                                                          2.21013
## group1_aggravating_other                                                                              1.42466
## group1_aggravating_repeated_offense                                                                   2.26353
## group1_aggravating_driving                                                                           -1.98713
## group1_mitigating_processing_time                                                                    -0.53264
## group1_aggravating_life_health                                                                        2.66804
## group1_mitigating_other                                                                               1.59403
## group1_aggravating_victim                                                                             1.34302
## group1_aggravating_threats                                                                            1.14165
## group1_aggravating_place                                                                             -1.46041
## group1_aggravating_severe                                                                             2.44809
## group1_aggravating_preventative                                                                      -1.90876
## group1_aggravating_violation                                                                          2.15571
## group1_aggravating_cumulative_offense                                                                 1.81437
## group1_aggravating_children                                                                          -0.54113
## group1_aggravating_drugs                                                                             -0.84502
## group1_mitigating_burden                                                                             -2.39903
## group1_mitigating_cause                                                                              -0.19616
## group1_aggravating_object                                                                            -1.16538
## group1_mitigating_potential_rehabilitation                                                           -0.29515
## group1_mitigating_minor                                                                              -2.29982
## case_district_courtAgder tingrett                                                                    -0.05315
## case_district_courtBuskerud tingrett                                                                  1.13690
## case_district_courtFollo og Nordre Østfold tingrett                                                   0.10889
## case_district_courtHaugaland og Sunnhordland tingrett                                                -0.40622
## case_district_courtHelgeland tingrett                                                                -0.06184
## case_district_courtHordaland tingrett                                                                 0.69649
## case_district_courtIndre og Østre Finnmark tingrett                                                   0.27077
## case_district_courtMidtre Hålogaland tingrett                                                         1.49459
## case_district_courtMøre og Romsdal tingrett                                                           1.04874
## case_district_courtNord-Troms og Senja tingrett                                                       1.35160
## case_district_courtØstre Innlandet tingrett                                                           0.84141
## case_district_courtRingerike, Asker og Bærum tingrett                                                 0.19259
## case_district_courtRomerike og Glåmdal tingrett                                                       0.10050
## case_district_courtSalten og Lofoten tingrett                                                         0.49810
## case_district_courtSogn og Fjordane tingrett                                                               NA
## case_district_courtSøndre Østfold tingrett                                                            1.20098
## case_district_courtSør-Rogaland tingrett                                                              1.07453
## case_district_courtTelemark tingrett                                                                  0.48128
## case_district_courtTrøndelag tingrett                                                                 0.84578
## case_district_courtUnknown                                                                           -0.31302
## case_district_courtVestfold tingrett                                                                  0.46837
## case_district_courtVestre Finnmark tingrett                                                           0.34382
## case_district_courtVestre Innlandet tingrett                                                          1.02498
##                                                                                                       Pr(>|t|)
## (Intercept)                                                                                          2.946e-01
## defendant_age                                                                                        7.299e-04
## defendant_is_woman                                                                                   1.940e-03
## defendant_some_foreign_background                                                                    9.840e-01
## defendant_log_net_income                                                                             1.573e-02
## case_is_not_oslo                                                                                     6.689e-01
## defendant_is_married                                                                                 4.380e-01
## judge_age                                                                                            3.483e-03
## judge_is_woman                                                                                       8.236e-01
## judge_some_foreign_background                                                                        5.051e-01
## judge_log_net_income                                                                                 3.294e-01
## judge_is_married                                                                                     3.753e-01
## convicted_stay_of_execution_.conditional_imprisonment_.                                              8.436e-01
## convicted_bodily_injury                                                                              1.475e-03
## convicted_drug_offense                                                                               1.913e-01
## convicted_illegal_arming_in_a_public_place                                                           2.892e-02
## convicted_participation                                                                              3.321e-01
## convicted_courtesy                                                                                   5.882e-01
## convicted_general_violation_of_traffic_act_1                                                         4.047e-05
## convicted_drinking_within_six_hours_of_traffic_investigation                                         9.079e-01
## convicted_acquisition_possession_and_use_of_drugs                                                    1.294e-01
## convicted_section_24_of_the_medicines_act_other                                                      1.359e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 3.529e-01
## convicted_road_traffic_act_other_1                                                                   4.859e-01
## convicted_violating_traffic_signage_act                                                              3.676e-01
## convicted_temporary_suspension_of_driving_lisence                                                    1.257e-02
## convicted_assault_and_battery                                                                        3.192e-03
## convicted_reckless_behavior                                                                          4.798e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    2.706e-01
## convicted_damage                                                                                     6.101e-01
## convicted_threats                                                                                    4.461e-01
## convicted_grievous_bodily_harm                                                                       4.386e-05
## convicted_serious_drug_offense                                                                       3.539e-07
## convicted_aggravated_assault                                                                         3.627e-01
## convicted_intention_of_committing_an_offens                                                          7.343e-02
## convicted_theft                                                                                      1.201e-01
## convicted_road_traffic_act_other_5                                                                   2.982e-02
## convicted_violating_basic_traffic_rules                                                              7.738e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                4.516e-01
## convicted_obstruction_of_a_public_official                                                           2.978e-01
## convicted_aggravated_theft                                                                           3.063e-02
## convicted_fraud                                                                                      1.290e-01
## convicted_judgment_in_arrears                                                                        5.749e-01
## convicted_abuse_in_close_relationships                                                               1.019e-07
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             5.210e-04
## convicted_violation_of_police_act                                                                    1.430e-01
## convicted_serious_fraud                                                                              5.276e-03
## convicted_disorderly_conduct                                                                         8.100e-03
## convicted_minor_theft                                                                                9.306e-01
## convicted_unauthorized_entry_or_stay                                                                 3.903e-01
## convicted_theft_of_motor_vehicles_etc                                                                5.960e-02
## convicted_road_traffic_act_other_4                                                                   5.055e-01
## convicted_incorrect_explanation                                                                      3.508e-03
## convicted_document_forgery                                                                           1.687e-02
## convicted_breach_of_the_duty_of_identification                                                       8.107e-01
## convicted_violation_in_prison                                                                        5.355e-03
## group1_mitigating_confession                                                                         2.779e-02
## group1_aggravating_other                                                                             1.553e-01
## group1_aggravating_repeated_offense                                                                  2.428e-02
## group1_aggravating_driving                                                                           4.795e-02
## group1_mitigating_processing_time                                                                    5.947e-01
## group1_aggravating_life_health                                                                       8.154e-03
## group1_mitigating_other                                                                              1.146e-01
## group1_aggravating_victim                                                                            1.811e-01
## group1_aggravating_threats                                                                           2.553e-01
## group1_aggravating_place                                                                             1.460e-01
## group1_aggravating_severe                                                                            1.536e-02
## group1_aggravating_preventative                                                                      5.964e-02
## group1_aggravating_violation                                                                         3.228e-02
## group1_aggravating_cumulative_offense                                                                7.209e-02
## group1_aggravating_children                                                                          5.894e-01
## group1_aggravating_drugs                                                                             3.996e-01
## group1_mitigating_burden                                                                             1.892e-02
## group1_mitigating_cause                                                                              8.448e-01
## group1_aggravating_object                                                                            2.484e-01
## group1_mitigating_potential_rehabilitation                                                           7.693e-01
## group1_mitigating_minor                                                                              2.540e-02
## case_district_courtAgder tingrett                                                                    9.597e-01
## case_district_courtBuskerud tingrett                                                                 2.926e-01
## case_district_courtFollo og Nordre Østfold tingrett                                                  9.165e-01
## case_district_courtHaugaland og Sunnhordland tingrett                                                6.931e-01
## case_district_courtHelgeland tingrett                                                                9.520e-01
## case_district_courtHordaland tingrett                                                                5.156e-01
## case_district_courtIndre og Østre Finnmark tingrett                                                  7.937e-01
## case_district_courtMidtre Hålogaland tingrett                                                        1.730e-01
## case_district_courtMøre og Romsdal tingrett                                                          3.407e-01
## case_district_courtNord-Troms og Senja tingrett                                                      2.173e-01
## case_district_courtØstre Innlandet tingrett                                                          4.265e-01
## case_district_courtRingerike, Asker og Bærum tingrett                                                8.512e-01
## case_district_courtRomerike og Glåmdal tingrett                                                      9.238e-01
## case_district_courtSalten og Lofoten tingrett                                                        6.303e-01
## case_district_courtSogn og Fjordane tingrett                                                                NA
## case_district_courtSøndre Østfold tingrett                                                           2.850e-01
## case_district_courtSør-Rogaland tingrett                                                             3.313e-01
## case_district_courtTelemark tingrett                                                                 6.481e-01
## case_district_courtTrøndelag tingrett                                                                4.347e-01
## case_district_courtUnknown                                                                           7.652e-01
## case_district_courtVestfold tingrett                                                                 6.592e-01
## case_district_courtVestre Finnmark tingrett                                                          7.398e-01
## case_district_courtVestre Innlandet tingrett                                                         3.331e-01
##                                                                                                       CI Lower
## (Intercept)                                                                                          -212.9856
## defendant_age                                                                                           0.4168
## defendant_is_woman                                                                                    -40.8487
## defendant_some_foreign_background                                                                     -21.2275
## defendant_log_net_income                                                                               -5.7115
## case_is_not_oslo                                                                                      -94.3075
## defendant_is_married                                                                                  -20.9656
## judge_age                                                                                               0.4271
## judge_is_woman                                                                                        -16.7423
## judge_some_foreign_background                                                                         -44.9994
## judge_log_net_income                                                                                  -46.6551
## judge_is_married                                                                                      -10.6288
## convicted_stay_of_execution_.conditional_imprisonment_.                                               -25.1903
## convicted_bodily_injury                                                                                16.9534
## convicted_drug_offense                                                                                -60.2165
## convicted_illegal_arming_in_a_public_place                                                              3.1015
## convicted_participation                                                                               -32.7866
## convicted_courtesy                                                                                    -32.4888
## convicted_general_violation_of_traffic_act_1                                                          -85.0081
## convicted_drinking_within_six_hours_of_traffic_investigation                                          -15.1247
## convicted_acquisition_possession_and_use_of_drugs                                                     -41.0965
## convicted_section_24_of_the_medicines_act_other                                                      -277.0511
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  -11.3078
## convicted_road_traffic_act_other_1                                                                    -69.0233
## convicted_violating_traffic_signage_act                                                              -141.7296
## convicted_temporary_suspension_of_driving_lisence                                                       3.5576
## convicted_assault_and_battery                                                                         -60.2301
## convicted_reckless_behavior                                                                           -36.5139
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     -15.4037
## convicted_damage                                                                                      -30.8397
## convicted_threats                                                                                     -38.9347
## convicted_grievous_bodily_harm                                                                        144.2694
## convicted_serious_drug_offense                                                                        326.0014
## convicted_aggravated_assault                                                                          -17.1824
## convicted_intention_of_committing_an_offens                                                            -4.9129
## convicted_theft                                                                                       -48.7574
## convicted_road_traffic_act_other_5                                                                      3.6554
## convicted_violating_basic_traffic_rules                                                               -20.6303
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                 -15.4522
## convicted_obstruction_of_a_public_official                                                            -30.1604
## convicted_aggravated_theft                                                                              5.5384
## convicted_fraud                                                                                       -57.9771
## convicted_judgment_in_arrears                                                                         -73.4746
## convicted_abuse_in_close_relationships                                                                190.5110
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official              -70.7596
## convicted_violation_of_police_act                                                                     -48.9040
## convicted_serious_fraud                                                                                17.4409
## convicted_disorderly_conduct                                                                          -45.9854
## convicted_minor_theft                                                                                 -34.7185
## convicted_unauthorized_entry_or_stay                                                                  -51.0158
## convicted_theft_of_motor_vehicles_etc                                                                  -2.2398
## convicted_road_traffic_act_other_4                                                                    -20.4877
## convicted_incorrect_explanation                                                                       -96.8696
## convicted_document_forgery                                                                              9.4919
## convicted_breach_of_the_duty_of_identification                                                        -29.6476
## convicted_violation_in_prison                                                                        -119.4760
## group1_mitigating_confession                                                                            2.9509
## group1_aggravating_other                                                                               -6.7764
## group1_aggravating_repeated_offense                                                                     3.3533
## group1_aggravating_driving                                                                            -34.8101
## group1_mitigating_processing_time                                                                     -36.4082
## group1_aggravating_life_health                                                                          9.7484
## group1_mitigating_other                                                                               -12.2118
## group1_aggravating_victim                                                                             -13.6069
## group1_aggravating_threats                                                                            -26.8617
## group1_aggravating_place                                                                              -54.4324
## group1_aggravating_severe                                                                              12.5376
## group1_aggravating_preventative                                                                       -58.5590
## group1_aggravating_violation                                                                            5.3023
## group1_aggravating_cumulative_offense                                                                  -2.5294
## group1_aggravating_children                                                                           -42.7577
## group1_aggravating_drugs                                                                              -56.9883
## group1_mitigating_burden                                                                              -65.2554
## group1_mitigating_cause                                                                               -40.4025
## group1_aggravating_object                                                                             -84.0856
## group1_mitigating_potential_rehabilitation                                                            -50.7165
## group1_mitigating_minor                                                                               -74.9744
## case_district_courtAgder tingrett                                                                     -73.2228
## case_district_courtBuskerud tingrett                                                                  -44.1296
## case_district_courtFollo og Nordre Østfold tingrett                                                   -90.9230
## case_district_courtHaugaland og Sunnhordland tingrett                                                 -77.9430
## case_district_courtHelgeland tingrett                                                                 -73.3665
## case_district_courtHordaland tingrett                                                                 -69.5041
## case_district_courtIndre og Østre Finnmark tingrett                                                   -67.8034
## case_district_courtMidtre Hålogaland tingrett                                                         -23.8791
## case_district_courtMøre og Romsdal tingrett                                                           -55.7199
## case_district_courtNord-Troms og Senja tingrett                                                       -30.3035
## case_district_courtØstre Innlandet tingrett                                                           -47.1228
## case_district_courtRingerike, Asker og Bærum tingrett                                                 -61.0009
## case_district_courtRomerike og Glåmdal tingrett                                                       -68.2269
## case_district_courtSalten og Lofoten tingrett                                                         -86.5398
## case_district_courtSogn og Fjordane tingrett                                                                NA
## case_district_courtSøndre Østfold tingrett                                                            -52.9688
## case_district_courtSør-Rogaland tingrett                                                              -52.2912
## case_district_courtTelemark tingrett                                                                  -66.2807
## case_district_courtTrøndelag tingrett                                                                 -48.6143
## case_district_courtUnknown                                                                            -82.4938
## case_district_courtVestfold tingrett                                                                  -59.1237
## case_district_courtVestre Finnmark tingrett                                                           -64.8642
## case_district_courtVestre Innlandet tingrett                                                          -39.5350
##                                                                                                      CI Upper
## (Intercept)                                                                                          589.6137
## defendant_age                                                                                          1.5520
## defendant_is_woman                                                                                    -9.3107
## defendant_some_foreign_background                                                                     20.7977
## defendant_log_net_income                                                                              -0.5991
## case_is_not_oslo                                                                                      66.6873
## defendant_is_married                                                                                  48.2360
## judge_age                                                                                              2.0905
## judge_is_woman                                                                                        13.3329
## judge_some_foreign_background                                                                         22.8967
## judge_log_net_income                                                                                  18.9899
## judge_is_married                                                                                      28.0800
## convicted_stay_of_execution_.conditional_imprisonment_.                                               20.6224
## convicted_bodily_injury                                                                               70.0970
## convicted_drug_offense                                                                                12.1123
## convicted_illegal_arming_in_a_public_place                                                            56.1752
## convicted_participation                                                                               96.2452
## convicted_courtesy                                                                                    56.8559
## convicted_general_violation_of_traffic_act_1                                                         -30.6145
## convicted_drinking_within_six_hours_of_traffic_investigation                                          17.0133
## convicted_acquisition_possession_and_use_of_drugs                                                    275.8713
## convicted_section_24_of_the_medicines_act_other                                                       43.4283
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  31.5914
## convicted_road_traffic_act_other_1                                                                   133.9884
## convicted_violating_traffic_signage_act                                                               57.8188
## convicted_temporary_suspension_of_driving_lisence                                                     29.3195
## convicted_assault_and_battery                                                                        -12.2771
## convicted_reckless_behavior                                                                           17.2951
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     54.4269
## convicted_damage                                                                                      18.1746
## convicted_threats                                                                                     17.2174
## convicted_grievous_bodily_harm                                                                       369.8870
## convicted_serious_drug_offense                                                                       690.3071
## convicted_aggravated_assault                                                                          46.1508
## convicted_intention_of_committing_an_offens                                                          104.4995
## convicted_theft                                                                                        5.6873
## convicted_road_traffic_act_other_5                                                                    69.6053
## convicted_violating_basic_traffic_rules                                                               15.3773
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                  6.9131
## convicted_obstruction_of_a_public_official                                                             9.3011
## convicted_aggravated_theft                                                                           109.9609
## convicted_fraud                                                                                        7.4831
## convicted_judgment_in_arrears                                                                        130.8207
## convicted_abuse_in_close_relationships                                                               367.7484
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -19.9273
## convicted_violation_of_police_act                                                                      7.1556
## convicted_serious_fraud                                                                               97.0810
## convicted_disorderly_conduct                                                                          -7.0153
## convicted_minor_theft                                                                                 31.7908
## convicted_unauthorized_entry_or_stay                                                                  20.1455
## convicted_theft_of_motor_vehicles_etc                                                                109.8266
## convicted_road_traffic_act_other_4                                                                    40.9589
## convicted_incorrect_explanation                                                                      -19.5461
## convicted_document_forgery                                                                            90.6577
## convicted_breach_of_the_duty_of_identification                                                        23.2675
## convicted_violation_in_prison                                                                        -22.2984
## group1_mitigating_confession                                                                          50.7482
## group1_aggravating_other                                                                              42.2987
## group1_aggravating_repeated_offense                                                                   47.9191
## group1_aggravating_driving                                                                            -0.1591
## group1_mitigating_processing_time                                                                     20.9044
## group1_aggravating_life_health                                                                        64.7694
## group1_mitigating_other                                                                              110.9635
## group1_aggravating_victim                                                                             71.4794
## group1_aggravating_threats                                                                           100.4426
## group1_aggravating_place                                                                               8.1378
## group1_aggravating_severe                                                                            116.8973
## group1_aggravating_preventative                                                                        1.1918
## group1_aggravating_violation                                                                         118.9261
## group1_aggravating_cumulative_offense                                                                 58.0474
## group1_aggravating_children                                                                           24.4067
## group1_aggravating_drugs                                                                              22.8707
## group1_mitigating_burden                                                                              -6.0477
## group1_mitigating_cause                                                                               33.1229
## group1_aggravating_object                                                                             22.1654
## group1_mitigating_potential_rehabilitation                                                            37.7761
## group1_mitigating_minor                                                                               -5.1265
## case_district_courtAgder tingrett                                                                     70.2740
## case_district_courtBuskerud tingrett                                                                 126.2335
## case_district_courtFollo og Nordre Østfold tingrett                                                   99.6002
## case_district_courtHaugaland og Sunnhordland tingrett                                                 53.8989
## case_district_courtHelgeland tingrett                                                                 69.4639
## case_district_courtHordaland tingrett                                                                122.3307
## case_district_courtIndre og Østre Finnmark tingrett                                                   85.6884
## case_district_courtMidtre Hålogaland tingrett                                                        112.2387
## case_district_courtMøre og Romsdal tingrett                                                          133.8970
## case_district_courtNord-Troms og Senja tingrett                                                      112.3870
## case_district_courtØstre Innlandet tingrett                                                          100.0728
## case_district_courtRingerike, Asker og Bærum tingrett                                                 72.4931
## case_district_courtRomerike og Glåmdal tingrett                                                       73.8222
## case_district_courtSalten og Lofoten tingrett                                                        135.4350
## case_district_courtSogn og Fjordane tingrett                                                               NA
## case_district_courtSøndre Østfold tingrett                                                           144.3254
## case_district_courtSør-Rogaland tingrett                                                             127.7550
## case_district_courtTelemark tingrett                                                                  98.2996
## case_district_courtTrøndelag tingrett                                                                 97.2253
## case_district_courtUnknown                                                                            63.9298
## case_district_courtVestfold tingrett                                                                  85.4717
## case_district_courtVestre Finnmark tingrett                                                           87.6011
## case_district_courtVestre Innlandet tingrett                                                         104.3665
##                                                                                                           DF
## (Intercept)                                                                                            5.999
## defendant_age                                                                                        306.885
## defendant_is_woman                                                                                   250.443
## defendant_some_foreign_background                                                                    320.312
## defendant_log_net_income                                                                             289.991
## case_is_not_oslo                                                                                       4.471
## defendant_is_married                                                                                 200.028
## judge_age                                                                                             78.571
## judge_is_woman                                                                                       311.500
## judge_some_foreign_background                                                                         20.271
## judge_log_net_income                                                                                   5.075
## judge_is_married                                                                                     222.896
## convicted_stay_of_execution_.conditional_imprisonment_.                                              103.186
## convicted_bodily_injury                                                                              163.159
## convicted_drug_offense                                                                               221.594
## convicted_illegal_arming_in_a_public_place                                                           115.249
## convicted_participation                                                                              116.604
## convicted_courtesy                                                                                    70.378
## convicted_general_violation_of_traffic_act_1                                                         220.928
## convicted_drinking_within_six_hours_of_traffic_investigation                                         214.980
## convicted_acquisition_possession_and_use_of_drugs                                                      9.721
## convicted_section_24_of_the_medicines_act_other                                                       10.298
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 294.577
## convicted_road_traffic_act_other_1                                                                     8.707
## convicted_violating_traffic_signage_act                                                                9.257
## convicted_temporary_suspension_of_driving_lisence                                                    266.429
## convicted_assault_and_battery                                                                        241.193
## convicted_reckless_behavior                                                                           89.092
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    114.532
## convicted_damage                                                                                     133.271
## convicted_threats                                                                                    157.026
## convicted_grievous_bodily_harm                                                                        38.140
## convicted_serious_drug_offense                                                                        80.428
## convicted_aggravated_assault                                                                          50.468
## convicted_intention_of_committing_an_offens                                                           47.108
## convicted_theft                                                                                      142.488
## convicted_road_traffic_act_other_5                                                                   101.731
## convicted_violating_basic_traffic_rules                                                              178.621
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                138.009
## convicted_obstruction_of_a_public_official                                                           142.417
## convicted_aggravated_theft                                                                            75.647
## convicted_fraud                                                                                       93.595
## convicted_judgment_in_arrears                                                                         46.560
## convicted_abuse_in_close_relationships                                                                44.239
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             266.868
## convicted_violation_of_police_act                                                                    123.224
## convicted_serious_fraud                                                                               97.557
## convicted_disorderly_conduct                                                                         119.844
## convicted_minor_theft                                                                                103.580
## convicted_unauthorized_entry_or_stay                                                                  75.813
## convicted_theft_of_motor_vehicles_etc                                                                 65.307
## convicted_road_traffic_act_other_4                                                                    44.295
## convicted_incorrect_explanation                                                                      110.180
## convicted_document_forgery                                                                            40.067
## convicted_breach_of_the_duty_of_identification                                                        71.362
## convicted_violation_in_prison                                                                         38.364
## group1_mitigating_confession                                                                         327.810
## group1_aggravating_other                                                                             288.925
## group1_aggravating_repeated_offense                                                                  318.291
## group1_aggravating_driving                                                                           262.365
## group1_mitigating_processing_time                                                                    264.104
## group1_aggravating_life_health                                                                       238.036
## group1_mitigating_other                                                                               85.007
## group1_aggravating_victim                                                                            163.715
## group1_aggravating_threats                                                                           156.879
## group1_aggravating_place                                                                             172.176
## group1_aggravating_severe                                                                            172.296
## group1_aggravating_preventative                                                                       85.614
## group1_aggravating_violation                                                                         203.564
## group1_aggravating_cumulative_offense                                                                121.417
## group1_aggravating_children                                                                          116.541
## group1_aggravating_drugs                                                                             133.135
## group1_mitigating_burden                                                                              75.067
## group1_mitigating_cause                                                                              112.411
## group1_aggravating_object                                                                             60.865
## group1_mitigating_potential_rehabilitation                                                            41.772
## group1_mitigating_minor                                                                               53.344
## case_district_courtAgder tingrett                                                                      4.902
## case_district_courtBuskerud tingrett                                                                   7.083
## case_district_courtFollo og Nordre Østfold tingrett                                                    6.640
## case_district_courtHaugaland og Sunnhordland tingrett                                                 10.023
## case_district_courtHelgeland tingrett                                                                  8.970
## case_district_courtHordaland tingrett                                                                  5.286
## case_district_courtIndre og Østre Finnmark tingrett                                                    7.663
## case_district_courtMidtre Hålogaland tingrett                                                          8.072
## case_district_courtMøre og Romsdal tingrett                                                            5.182
## case_district_courtNord-Troms og Senja tingrett                                                        7.228
## case_district_courtØstre Innlandet tingrett                                                            7.399
## case_district_courtRingerike, Asker og Bærum tingrett                                                  9.713
## case_district_courtRomerike og Glåmdal tingrett                                                        5.128
## case_district_courtSalten og Lofoten tingrett                                                          9.023
## case_district_courtSogn og Fjordane tingrett                                                              NA
## case_district_courtSøndre Østfold tingrett                                                             4.856
## case_district_courtSør-Rogaland tingrett                                                               5.045
## case_district_courtTelemark tingrett                                                                   5.742
## case_district_courtTrøndelag tingrett                                                                  5.226
## case_district_courtUnknown                                                                             5.787
## case_district_courtVestfold tingrett                                                                   5.001
## case_district_courtVestre Finnmark tingrett                                                            8.009
## case_district_courtVestre Innlandet tingrett                                                           8.677
## 
## Multiple R-squared:  0.2676 ,    Adjusted R-squared:  0.2482 
## F-statistic:    NA on 98 and 584 DF,  p-value: NA

fit_restricted_district <- lm_robust(as.formula(fr_district), clusters = judge__id, data = df_short_prison_only)
summary(fit_restricted_district)

## 
## Call:
## lm_robust(formula = as.formula(fr_district), data = df_short_prison_only, 
##     clusters = judge__id)
## 
## Standard error type:  CR2 
## 
## Coefficients: (1 not defined because the design matrix is rank deficient)
##                                                                                                        Estimate
## (Intercept)                                                                                           310.40237
## defendant_age                                                                                           0.98587
## defendant_is_woman                                                                                    -24.49888
## defendant_some_foreign_background                                                                      -0.02571
## defendant_log_net_income                                                                               -3.66758
## case_is_not_oslo                                                                                       -3.24408
## defendant_is_married                                                                                   12.46840
## judge_age                                                                                               1.61021
## judge_is_woman                                                                                         -3.18641
## judge_some_foreign_background                                                                         -18.84628
## judge_log_net_income                                                                                  -20.50982
## judge_is_married                                                                                        8.21695
## convicted_stay_of_execution_.conditional_imprisonment_.                                               -25.49282
## convicted_bodily_injury                                                                                31.97083
## convicted_drug_offense                                                                                -29.22017
## convicted_illegal_arming_in_a_public_place                                                             27.81054
## convicted_participation                                                                                12.61311
## convicted_courtesy                                                                                     18.57685
## convicted_general_violation_of_traffic_act_1                                                          -87.44929
## convicted_drinking_within_six_hours_of_traffic_investigation                                            2.26587
## convicted_acquisition_possession_and_use_of_drugs                                                     104.91195
## convicted_section_24_of_the_medicines_act_other                                                      -115.50437
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.   11.10412
## convicted_road_traffic_act_other_1                                                                     71.85223
## convicted_violating_traffic_signage_act                                                               -77.10696
## convicted_temporary_suspension_of_driving_lisence                                                      11.65436
## convicted_assault_and_battery                                                                         -46.55601
## convicted_reckless_behavior                                                                            -0.41194
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                       6.15798
## convicted_damage                                                                                       -7.68803
## convicted_threats                                                                                     -13.42629
## convicted_grievous_bodily_harm                                                                        282.98070
## convicted_serious_drug_offense                                                                        669.95621
## convicted_aggravated_assault                                                                            6.66625
## convicted_intention_of_committing_an_offens                                                            67.94563
## convicted_theft                                                                                       -23.87546
## convicted_road_traffic_act_other_5                                                                     41.59139
## convicted_violating_basic_traffic_rules                                                                -0.06992
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                  -7.02833
## convicted_obstruction_of_a_public_official                                                             -9.30564
## convicted_aggravated_theft                                                                             76.56913
## convicted_fraud                                                                                       -34.88661
## convicted_judgment_in_arrears                                                                          18.72498
## convicted_abuse_in_close_relationships                                                                302.45329
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official              -67.90631
## convicted_violation_of_police_act                                                                     -41.08108
## convicted_serious_fraud                                                                                87.77445
## convicted_disorderly_conduct                                                                          -20.59316
## convicted_minor_theft                                                                                   2.50441
## convicted_unauthorized_entry_or_stay                                                                  -16.57432
## convicted_theft_of_motor_vehicles_etc                                                                 103.57283
## convicted_road_traffic_act_other_4                                                                      1.70821
## convicted_incorrect_explanation                                                                      -103.80926
## convicted_document_forgery                                                                             57.94933
## convicted_breach_of_the_duty_of_identification                                                         -4.85821
## convicted_violation_in_prison                                                                         -81.03732
## group1_mitigating_confession                                                                           37.25063
## group1_aggravating_other                                                                               16.17448
## group1_aggravating_repeated_offense                                                                    24.11613
## group1_aggravating_driving                                                                            -17.77877
## group1_mitigating_processing_time                                                                      -6.75820
## group1_aggravating_life_health                                                                         36.87904
## group1_mitigating_other                                                                                71.25766
## group1_aggravating_victim                                                                              32.20199
## group1_aggravating_threats                                                                             42.79608
## group1_aggravating_place                                                                              -36.11038
## group1_aggravating_severe                                                                              68.28065
## group1_aggravating_preventative                                                                       -33.26782
## group1_aggravating_violation                                                                           75.70329
## group1_aggravating_cumulative_offense                                                                  23.60355
## group1_aggravating_children                                                                           -15.47575
## group1_aggravating_drugs                                                                              -10.01490
## group1_mitigating_burden                                                                              -47.53877
## group1_mitigating_cause                                                                               -10.41904
## group1_aggravating_object                                                                             -35.43894
## group1_mitigating_potential_rehabilitation                                                            -19.02826
## group1_mitigating_minor                                                                               -41.69515
## case_district_courtAgder tingrett                                                                     -18.86587
## case_district_courtBuskerud tingrett                                                                   30.19066
## case_district_courtFollo og Nordre Østfold tingrett                                                    -7.92962
## case_district_courtHaugaland og Sunnhordland tingrett                                                 -30.32187
## case_district_courtHelgeland tingrett                                                                 -26.74705
## case_district_courtHordaland tingrett                                                                   9.42016
## case_district_courtIndre og Østre Finnmark tingrett                                                   -12.92726
## case_district_courtMidtre Hålogaland tingrett                                                          16.43130
## case_district_courtMøre og Romsdal tingrett                                                            39.22500
## case_district_courtNord-Troms og Senja tingrett                                                        12.56900
## case_district_courtØstre Innlandet tingrett                                                             8.22102
## case_district_courtRingerike, Asker og Bærum tingrett                                                 -12.67319
## case_district_courtRomerike og Glåmdal tingrett                                                       -12.84186
## case_district_courtSalten og Lofoten tingrett                                                         -15.23987
## case_district_courtSogn og Fjordane tingrett                                                                 NA
## case_district_courtSøndre Østfold tingrett                                                             37.72693
## case_district_courtSør-Rogaland tingrett                                                               22.02068
## case_district_courtTelemark tingrett                                                                    1.97342
## case_district_courtTrøndelag tingrett                                                                  10.61914
## case_district_courtUnknown                                                                            -17.94648
## case_district_courtVestfold tingrett                                                                    1.50427
## case_district_courtVestre Finnmark tingrett                                                           -15.10473
## case_district_courtVestre Innlandet tingrett                                                           14.00863
##                                                                                                      Std. Error
## (Intercept)                                                                                            230.1252
## defendant_age                                                                                            0.3380
## defendant_is_woman                                                                                       8.9809
## defendant_some_foreign_background                                                                       12.3261
## defendant_log_net_income                                                                                 1.5124
## case_is_not_oslo                                                                                        35.8368
## defendant_is_married                                                                                    20.1807
## judge_age                                                                                                0.5091
## judge_is_woman                                                                                           9.2548
## judge_some_foreign_background                                                                           19.3126
## judge_log_net_income                                                                                    18.0585
## judge_is_married                                                                                        11.1285
## convicted_stay_of_execution_.conditional_imprisonment_.                                                 14.3027
## convicted_bodily_injury                                                                                 15.4172
## convicted_drug_offense                                                                                  21.7494
## convicted_illegal_arming_in_a_public_place                                                              17.2107
## convicted_participation                                                                                 36.7591
## convicted_courtesy                                                                                      25.3695
## convicted_general_violation_of_traffic_act_1                                                            16.7024
## convicted_drinking_within_six_hours_of_traffic_investigation                                             9.0407
## convicted_acquisition_possession_and_use_of_drugs                                                       70.6019
## convicted_section_24_of_the_medicines_act_other                                                         71.6251
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.    12.2162
## convicted_road_traffic_act_other_1                                                                      75.2505
## convicted_violating_traffic_signage_act                                                                 75.2323
## convicted_temporary_suspension_of_driving_lisence                                                        7.3260
## convicted_assault_and_battery                                                                           14.4518
## convicted_reckless_behavior                                                                             17.9108
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                       21.1000
## convicted_damage                                                                                        16.6748
## convicted_threats                                                                                       16.6713
## convicted_grievous_bodily_harm                                                                          58.3520
## convicted_serious_drug_offense                                                                         105.0280
## convicted_aggravated_assault                                                                            16.1329
## convicted_intention_of_committing_an_offens                                                             30.8636
## convicted_theft                                                                                         18.8478
## convicted_road_traffic_act_other_5                                                                      21.8155
## convicted_violating_basic_traffic_rules                                                                 11.5681
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                    6.7141
## convicted_obstruction_of_a_public_official                                                              12.6460
## convicted_aggravated_theft                                                                              28.3535
## convicted_fraud                                                                                         22.1054
## convicted_judgment_in_arrears                                                                           54.7672
## convicted_abuse_in_close_relationships                                                                  44.9779
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official                15.7868
## convicted_violation_of_police_act                                                                       18.6979
## convicted_serious_fraud                                                                                 23.5083
## convicted_disorderly_conduct                                                                            13.0883
## convicted_minor_theft                                                                                   20.6272
## convicted_unauthorized_entry_or_stay                                                                    19.5257
## convicted_theft_of_motor_vehicles_etc                                                                   28.4610
## convicted_road_traffic_act_other_4                                                                      18.4851
## convicted_incorrect_explanation                                                                         25.0140
## convicted_document_forgery                                                                              25.8728
## convicted_breach_of_the_duty_of_identification                                                          15.8814
## convicted_violation_in_prison                                                                           24.1644
## group1_mitigating_confession                                                                            14.1874
## group1_aggravating_other                                                                                15.1465
## group1_aggravating_repeated_offense                                                                     12.6828
## group1_aggravating_driving                                                                              10.2331
## group1_mitigating_processing_time                                                                       15.8535
## group1_aggravating_life_health                                                                          15.6340
## group1_mitigating_other                                                                                 39.0486
## group1_aggravating_victim                                                                               25.6152
## group1_aggravating_threats                                                                              38.0207
## group1_aggravating_place                                                                                18.4804
## group1_aggravating_severe                                                                               30.2293
## group1_aggravating_preventative                                                                         15.6069
## group1_aggravating_violation                                                                            34.2461
## group1_aggravating_cumulative_offense                                                                   16.8812
## group1_aggravating_children                                                                             18.7845
## group1_aggravating_drugs                                                                                22.8623
## group1_mitigating_burden                                                                                18.5655
## group1_mitigating_cause                                                                                 20.9960
## group1_aggravating_object                                                                               34.8787
## group1_mitigating_potential_rehabilitation                                                              28.3854
## group1_mitigating_minor                                                                                 17.1517
## case_district_courtAgder tingrett                                                                       34.6738
## case_district_courtBuskerud tingrett                                                                    43.9137
## case_district_courtFollo og Nordre Østfold tingrett                                                     40.6112
## case_district_courtHaugaland og Sunnhordland tingrett                                                   38.7991
## case_district_courtHelgeland tingrett                                                                   37.1217
## case_district_courtHordaland tingrett                                                                   49.1106
## case_district_courtIndre og Østre Finnmark tingrett                                                     39.5340
## case_district_courtMidtre Hålogaland tingrett                                                           36.6812
## case_district_courtMøre og Romsdal tingrett                                                             44.5110
## case_district_courtNord-Troms og Senja tingrett                                                         37.5684
## case_district_courtØstre Innlandet tingrett                                                             35.8094
## case_district_courtRingerike, Asker og Bærum tingrett                                                   35.6803
## case_district_courtRomerike og Glåmdal tingrett                                                         34.1064
## case_district_courtSalten og Lofoten tingrett                                                           60.5076
## case_district_courtSogn og Fjordane tingrett                                                                 NA
## case_district_courtSøndre Østfold tingrett                                                              45.1835
## case_district_courtSør-Rogaland tingrett                                                                42.5143
## case_district_courtTelemark tingrett                                                                    41.2554
## case_district_courtTrøndelag tingrett                                                                   35.1802
## case_district_courtUnknown                                                                              36.8845
## case_district_courtVestfold tingrett                                                                    35.0435
## case_district_courtVestre Finnmark tingrett                                                             47.4521
## case_district_courtVestre Innlandet tingrett                                                            38.9225
##                                                                                                        t value
## (Intercept)                                                                                           1.348842
## defendant_age                                                                                         2.917057
## defendant_is_woman                                                                                   -2.727878
## defendant_some_foreign_background                                                                    -0.002086
## defendant_log_net_income                                                                             -2.425031
## case_is_not_oslo                                                                                     -0.090524
## defendant_is_married                                                                                  0.617839
## judge_age                                                                                             3.162996
## judge_is_woman                                                                                       -0.344299
## judge_some_foreign_background                                                                        -0.975852
## judge_log_net_income                                                                                 -1.135742
## judge_is_married                                                                                      0.738373
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -1.782379
## convicted_bodily_injury                                                                               2.073708
## convicted_drug_offense                                                                               -1.343493
## convicted_illegal_arming_in_a_public_place                                                            1.615885
## convicted_participation                                                                               0.343129
## convicted_courtesy                                                                                    0.732252
## convicted_general_violation_of_traffic_act_1                                                         -5.235744
## convicted_drinking_within_six_hours_of_traffic_investigation                                          0.250631
## convicted_acquisition_possession_and_use_of_drugs                                                     1.485966
## convicted_section_24_of_the_medicines_act_other                                                      -1.612625
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  0.908964
## convicted_road_traffic_act_other_1                                                                    0.954840
## convicted_violating_traffic_signage_act                                                              -1.024918
## convicted_temporary_suspension_of_driving_lisence                                                     1.590815
## convicted_assault_and_battery                                                                        -3.221474
## convicted_reckless_behavior                                                                          -0.023000
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     0.291848
## convicted_damage                                                                                     -0.461057
## convicted_threats                                                                                    -0.805351
## convicted_grievous_bodily_harm                                                                        4.849548
## convicted_serious_drug_offense                                                                        6.378835
## convicted_aggravated_assault                                                                          0.413207
## convicted_intention_of_committing_an_offens                                                           2.201478
## convicted_theft                                                                                      -1.266748
## convicted_road_traffic_act_other_5                                                                    1.906507
## convicted_violating_basic_traffic_rules                                                              -0.006044
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                -1.046799
## convicted_obstruction_of_a_public_official                                                           -0.735858
## convicted_aggravated_theft                                                                            2.700514
## convicted_fraud                                                                                      -1.578194
## convicted_judgment_in_arrears                                                                         0.341902
## convicted_abuse_in_close_relationships                                                                6.724482
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -4.301459
## convicted_violation_of_police_act                                                                    -2.197096
## convicted_serious_fraud                                                                               3.733765
## convicted_disorderly_conduct                                                                         -1.573405
## convicted_minor_theft                                                                                 0.121413
## convicted_unauthorized_entry_or_stay                                                                 -0.848847
## convicted_theft_of_motor_vehicles_etc                                                                 3.639111
## convicted_road_traffic_act_other_4                                                                    0.092410
## convicted_incorrect_explanation                                                                      -4.150041
## convicted_document_forgery                                                                            2.239781
## convicted_breach_of_the_duty_of_identification                                                       -0.305906
## convicted_violation_in_prison                                                                        -3.353590
## group1_mitigating_confession                                                                          2.625605
## group1_aggravating_other                                                                              1.067871
## group1_aggravating_repeated_offense                                                                   1.901482
## group1_aggravating_driving                                                                           -1.737372
## group1_mitigating_processing_time                                                                    -0.426291
## group1_aggravating_life_health                                                                        2.358900
## group1_mitigating_other                                                                               1.824843
## group1_aggravating_victim                                                                             1.257145
## group1_aggravating_threats                                                                            1.125601
## group1_aggravating_place                                                                             -1.953987
## group1_aggravating_severe                                                                             2.258758
## group1_aggravating_preventative                                                                      -2.131613
## group1_aggravating_violation                                                                          2.210564
## group1_aggravating_cumulative_offense                                                                 1.398214
## group1_aggravating_children                                                                          -0.823859
## group1_aggravating_drugs                                                                             -0.438053
## group1_mitigating_burden                                                                             -2.560598
## group1_mitigating_cause                                                                              -0.496238
## group1_aggravating_object                                                                            -1.016064
## group1_mitigating_potential_rehabilitation                                                           -0.670354
## group1_mitigating_minor                                                                              -2.430961
## case_district_courtAgder tingrett                                                                    -0.544096
## case_district_courtBuskerud tingrett                                                                  0.687500
## case_district_courtFollo og Nordre Østfold tingrett                                                  -0.195257
## case_district_courtHaugaland og Sunnhordland tingrett                                                -0.781509
## case_district_courtHelgeland tingrett                                                                -0.720524
## case_district_courtHordaland tingrett                                                                 0.191815
## case_district_courtIndre og Østre Finnmark tingrett                                                  -0.326991
## case_district_courtMidtre Hålogaland tingrett                                                         0.447948
## case_district_courtMøre og Romsdal tingrett                                                           0.881243
## case_district_courtNord-Troms og Senja tingrett                                                       0.334564
## case_district_courtØstre Innlandet tingrett                                                           0.229577
## case_district_courtRingerike, Asker og Bærum tingrett                                                -0.355187
## case_district_courtRomerike og Glåmdal tingrett                                                      -0.376523
## case_district_courtSalten og Lofoten tingrett                                                        -0.251867
## case_district_courtSogn og Fjordane tingrett                                                                NA
## case_district_courtSøndre Østfold tingrett                                                            0.834971
## case_district_courtSør-Rogaland tingrett                                                              0.517960
## case_district_courtTelemark tingrett                                                                  0.047834
## case_district_courtTrøndelag tingrett                                                                 0.301850
## case_district_courtUnknown                                                                           -0.486558
## case_district_courtVestfold tingrett                                                                  0.042926
## case_district_courtVestre Finnmark tingrett                                                          -0.318315
## case_district_courtVestre Innlandet tingrett                                                          0.359911
##                                                                                                       Pr(>|t|)
## (Intercept)                                                                                          2.205e-01
## defendant_age                                                                                        3.811e-03
## defendant_is_woman                                                                                   6.902e-03
## defendant_some_foreign_background                                                                    9.983e-01
## defendant_log_net_income                                                                             1.598e-02
## case_is_not_oslo                                                                                     9.341e-01
## defendant_is_married                                                                                 5.374e-01
## judge_age                                                                                            2.205e-03
## judge_is_woman                                                                                       7.309e-01
## judge_some_foreign_background                                                                        3.402e-01
## judge_log_net_income                                                                                 3.004e-01
## judge_is_married                                                                                     4.611e-01
## convicted_stay_of_execution_.conditional_imprisonment_.                                              7.762e-02
## convicted_bodily_injury                                                                              3.980e-02
## convicted_drug_offense                                                                               1.807e-01
## convicted_illegal_arming_in_a_public_place                                                           1.091e-01
## convicted_participation                                                                              7.323e-01
## convicted_courtesy                                                                                   4.670e-01
## convicted_general_violation_of_traffic_act_1                                                         4.072e-07
## convicted_drinking_within_six_hours_of_traffic_investigation                                         8.024e-01
## convicted_acquisition_possession_and_use_of_drugs                                                    1.677e-01
## convicted_section_24_of_the_medicines_act_other                                                      1.358e-01
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 3.642e-01
## convicted_road_traffic_act_other_1                                                                   3.886e-01
## convicted_violating_traffic_signage_act                                                              3.552e-01
## convicted_temporary_suspension_of_driving_lisence                                                    1.129e-01
## convicted_assault_and_battery                                                                        1.471e-03
## convicted_reckless_behavior                                                                          9.817e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    7.710e-01
## convicted_damage                                                                                     6.457e-01
## convicted_threats                                                                                    4.219e-01
## convicted_grievous_bodily_harm                                                                       2.296e-05
## convicted_serious_drug_offense                                                                       2.136e-08
## convicted_aggravated_assault                                                                         6.812e-01
## convicted_intention_of_committing_an_offens                                                          3.419e-02
## convicted_theft                                                                                      2.077e-01
## convicted_road_traffic_act_other_5                                                                   5.973e-02
## convicted_violating_basic_traffic_rules                                                              9.952e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                2.971e-01
## convicted_obstruction_of_a_public_official                                                           4.634e-01
## convicted_aggravated_theft                                                                           8.932e-03
## convicted_fraud                                                                                      1.191e-01
## convicted_judgment_in_arrears                                                                        7.343e-01
## convicted_abuse_in_close_relationships                                                               2.814e-08
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             2.500e-05
## convicted_violation_of_police_act                                                                    3.013e-02
## convicted_serious_fraud                                                                              3.485e-04
## convicted_disorderly_conduct                                                                         1.191e-01
## convicted_minor_theft                                                                                9.036e-01
## convicted_unauthorized_entry_or_stay                                                                 3.990e-01
## convicted_theft_of_motor_vehicles_etc                                                                6.238e-04
## convicted_road_traffic_act_other_4                                                                   9.268e-01
## convicted_incorrect_explanation                                                                      8.409e-05
## convicted_document_forgery                                                                           3.113e-02
## convicted_breach_of_the_duty_of_identification                                                       7.607e-01
## convicted_violation_in_prison                                                                        1.890e-03
## group1_mitigating_confession                                                                         9.072e-03
## group1_aggravating_other                                                                             2.866e-01
## group1_aggravating_repeated_offense                                                                  5.818e-02
## group1_aggravating_driving                                                                           8.352e-02
## group1_mitigating_processing_time                                                                    6.703e-01
## group1_aggravating_life_health                                                                       1.920e-02
## group1_mitigating_other                                                                              7.263e-02
## group1_aggravating_victim                                                                            2.106e-01
## group1_aggravating_threats                                                                           2.622e-01
## group1_aggravating_place                                                                             5.251e-02
## group1_aggravating_severe                                                                            2.523e-02
## group1_aggravating_preventative                                                                      3.616e-02
## group1_aggravating_violation                                                                         2.831e-02
## group1_aggravating_cumulative_offense                                                                1.648e-01
## group1_aggravating_children                                                                          4.119e-01
## group1_aggravating_drugs                                                                             6.622e-01
## group1_mitigating_burden                                                                             1.286e-02
## group1_mitigating_cause                                                                              6.209e-01
## group1_aggravating_object                                                                            3.143e-01
## group1_mitigating_potential_rehabilitation                                                           5.072e-01
## group1_mitigating_minor                                                                              1.917e-02
## case_district_courtAgder tingrett                                                                    6.246e-01
## case_district_courtBuskerud tingrett                                                                 5.309e-01
## case_district_courtFollo og Nordre Østfold tingrett                                                  8.556e-01
## case_district_courtHaugaland og Sunnhordland tingrett                                                4.650e-01
## case_district_courtHelgeland tingrett                                                                5.049e-01
## case_district_courtHordaland tingrett                                                                8.599e-01
## case_district_courtIndre og Østre Finnmark tingrett                                                  7.571e-01
## case_district_courtMidtre Hålogaland tingrett                                                        6.766e-01
## case_district_courtMøre og Romsdal tingrett                                                          4.422e-01
## case_district_courtNord-Troms og Senja tingrett                                                      7.551e-01
## case_district_courtØstre Innlandet tingrett                                                          8.296e-01
## case_district_courtRingerike, Asker og Bærum tingrett                                                7.365e-01
## case_district_courtRomerike og Glåmdal tingrett                                                      7.317e-01
## case_district_courtSalten og Lofoten tingrett                                                        8.117e-01
## case_district_courtSogn og Fjordane tingrett                                                                NA
## case_district_courtSøndre Østfold tingrett                                                           4.668e-01
## case_district_courtSør-Rogaland tingrett                                                             6.401e-01
## case_district_courtTelemark tingrett                                                                 9.646e-01
## case_district_courtTrøndelag tingrett                                                                7.822e-01
## case_district_courtUnknown                                                                           6.566e-01
## case_district_courtVestfold tingrett                                                                 9.685e-01
## case_district_courtVestre Finnmark tingrett                                                          7.639e-01
## case_district_courtVestre Innlandet tingrett                                                         7.345e-01
##                                                                                                       CI Lower
## (Intercept)                                                                                          -236.7049
## defendant_age                                                                                           0.3207
## defendant_is_woman                                                                                    -42.2010
## defendant_some_foreign_background                                                                     -24.2843
## defendant_log_net_income                                                                               -6.6455
## case_is_not_oslo                                                                                     -123.7058
## defendant_is_married                                                                                  -27.3469
## judge_age                                                                                               0.5972
## judge_is_woman                                                                                        -21.4000
## judge_some_foreign_background                                                                         -59.0058
## judge_log_net_income                                                                                  -64.9728
## judge_is_married                                                                                      -13.7173
## convicted_stay_of_execution_.conditional_imprisonment_.                                               -53.8573
## convicted_bodily_injury                                                                                 1.5100
## convicted_drug_offense                                                                                -72.1185
## convicted_illegal_arming_in_a_public_place                                                             -6.3099
## convicted_participation                                                                               -60.3903
## convicted_courtesy                                                                                    -32.2199
## convicted_general_violation_of_traffic_act_1                                                         -120.3806
## convicted_drinking_within_six_hours_of_traffic_investigation                                          -15.5687
## convicted_acquisition_possession_and_use_of_drugs                                                     -52.0896
## convicted_section_24_of_the_medicines_act_other                                                      -273.6420
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  -12.9441
## convicted_road_traffic_act_other_1                                                                   -129.0402
## convicted_violating_traffic_signage_act                                                              -274.1847
## convicted_temporary_suspension_of_driving_lisence                                                      -2.7722
## convicted_assault_and_battery                                                                         -75.0394
## convicted_reckless_behavior                                                                           -36.0469
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     -35.6724
## convicted_damage                                                                                      -40.7327
## convicted_threats                                                                                     -46.3750
## convicted_grievous_bodily_harm                                                                        164.7044
## convicted_serious_drug_offense                                                                        460.2018
## convicted_aggravated_assault                                                                          -25.7450
## convicted_intention_of_committing_an_offens                                                             5.3522
## convicted_theft                                                                                       -61.1999
## convicted_road_traffic_act_other_5                                                                     -1.7414
## convicted_violating_basic_traffic_rules                                                               -22.9266
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                 -20.3121
## convicted_obstruction_of_a_public_official                                                            -34.3639
## convicted_aggravated_theft                                                                             19.8818
## convicted_fraud                                                                                       -78.9858
## convicted_judgment_in_arrears                                                                         -92.0521
## convicted_abuse_in_close_relationships                                                                211.8229
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official              -99.0099
## convicted_violation_of_police_act                                                                     -78.1390
## convicted_serious_fraud                                                                                41.0036
## convicted_disorderly_conduct                                                                          -46.5920
## convicted_minor_theft                                                                                 -38.4695
## convicted_unauthorized_entry_or_stay                                                                  -55.5490
## convicted_theft_of_motor_vehicles_etc                                                                  46.4787
## convicted_road_traffic_act_other_4                                                                    -35.6620
## convicted_incorrect_explanation                                                                      -153.6084
## convicted_document_forgery                                                                              5.5466
## convicted_breach_of_the_duty_of_identification                                                        -36.5922
## convicted_violation_in_prison                                                                        -130.0466
## group1_mitigating_confession                                                                            9.3365
## group1_aggravating_other                                                                              -13.6496
## group1_aggravating_repeated_offense                                                                    -0.8411
## group1_aggravating_driving                                                                            -37.9304
## group1_mitigating_processing_time                                                                     -37.9866
## group1_aggravating_life_health                                                                          6.0681
## group1_mitigating_other                                                                                -6.7312
## group1_aggravating_victim                                                                             -18.3970
## group1_aggravating_threats                                                                            -32.3674
## group1_aggravating_place                                                                              -72.6166
## group1_aggravating_severe                                                                               8.5881
## group1_aggravating_preventative                                                                       -64.3341
## group1_aggravating_violation                                                                            8.1338
## group1_aggravating_cumulative_offense                                                                  -9.8440
## group1_aggravating_children                                                                           -52.7310
## group1_aggravating_drugs                                                                              -55.2980
## group1_mitigating_burden                                                                              -84.6403
## group1_mitigating_cause                                                                               -52.1122
## group1_aggravating_object                                                                            -105.4424
## group1_mitigating_potential_rehabilitation                                                            -76.7456
## group1_mitigating_minor                                                                               -76.2540
## case_district_courtAgder tingrett                                                                    -129.9401
## case_district_courtBuskerud tingrett                                                                  -93.5695
## case_district_courtFollo og Nordre Østfold tingrett                                                  -125.0282
## case_district_courtHaugaland og Sunnhordland tingrett                                                -125.9269
## case_district_courtHelgeland tingrett                                                                -123.5644
## case_district_courtHordaland tingrett                                                                -144.7623
## case_district_courtIndre og Østre Finnmark tingrett                                                  -114.9414
## case_district_courtMidtre Hålogaland tingrett                                                         -84.0214
## case_district_courtMøre og Romsdal tingrett                                                          -101.2228
## case_district_courtNord-Troms og Senja tingrett                                                       -92.6449
## case_district_courtØstre Innlandet tingrett                                                           -90.9760
## case_district_courtRingerike, Asker og Bærum tingrett                                                -103.4431
## case_district_courtRomerike og Glåmdal tingrett                                                      -121.6786
## case_district_courtSalten og Lofoten tingrett                                                        -173.3840
## case_district_courtSogn og Fjordane tingrett                                                                NA
## case_district_courtSøndre Østfold tingrett                                                           -108.6854
## case_district_courtSør-Rogaland tingrett                                                             -112.9941
## case_district_courtTelemark tingrett                                                                 -123.3781
## case_district_courtTrøndelag tingrett                                                                -100.4736
## case_district_courtUnknown                                                                           -128.5273
## case_district_courtVestfold tingrett                                                                 -110.8452
## case_district_courtVestre Finnmark tingrett                                                          -139.4021
## case_district_courtVestre Innlandet tingrett                                                          -87.9765
##                                                                                                      CI Upper
## (Intercept)                                                                                          857.5097
## defendant_age                                                                                          1.6511
## defendant_is_woman                                                                                    -6.7967
## defendant_some_foreign_background                                                                     24.2329
## defendant_log_net_income                                                                              -0.6897
## case_is_not_oslo                                                                                     117.2176
## defendant_is_married                                                                                  52.2837
## judge_age                                                                                              2.6233
## judge_is_woman                                                                                        15.0271
## judge_some_foreign_background                                                                         21.3132
## judge_log_net_income                                                                                  23.9532
## judge_is_married                                                                                      30.1513
## convicted_stay_of_execution_.conditional_imprisonment_.                                                2.8717
## convicted_bodily_injury                                                                               62.4316
## convicted_drug_offense                                                                                13.6782
## convicted_illegal_arming_in_a_public_place                                                            61.9310
## convicted_participation                                                                               85.6166
## convicted_courtesy                                                                                    69.3736
## convicted_general_violation_of_traffic_act_1                                                         -54.5180
## convicted_drinking_within_six_hours_of_traffic_investigation                                          20.1004
## convicted_acquisition_possession_and_use_of_drugs                                                    261.9135
## convicted_section_24_of_the_medicines_act_other                                                       42.6332
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  35.1523
## convicted_road_traffic_act_other_1                                                                   272.7446
## convicted_violating_traffic_signage_act                                                              119.9708
## convicted_temporary_suspension_of_driving_lisence                                                     26.0809
## convicted_assault_and_battery                                                                        -18.0726
## convicted_reckless_behavior                                                                           35.2231
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     47.9884
## convicted_damage                                                                                      25.3566
## convicted_threats                                                                                     19.5224
## convicted_grievous_bodily_harm                                                                       401.2570
## convicted_serious_drug_offense                                                                       879.7106
## convicted_aggravated_assault                                                                          39.0775
## convicted_intention_of_committing_an_offens                                                          130.5390
## convicted_theft                                                                                       13.4490
## convicted_road_traffic_act_other_5                                                                    84.9242
## convicted_violating_basic_traffic_rules                                                               22.7868
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                  6.2554
## convicted_obstruction_of_a_public_official                                                            15.7527
## convicted_aggravated_theft                                                                           133.2564
## convicted_fraud                                                                                        9.2125
## convicted_judgment_in_arrears                                                                        129.5021
## convicted_abuse_in_close_relationships                                                               393.0837
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -36.8027
## convicted_violation_of_police_act                                                                     -4.0231
## convicted_serious_fraud                                                                              134.5453
## convicted_disorderly_conduct                                                                           5.4056
## convicted_minor_theft                                                                                 43.4784
## convicted_unauthorized_entry_or_stay                                                                  22.4003
## convicted_theft_of_motor_vehicles_etc                                                                160.6670
## convicted_road_traffic_act_other_4                                                                    39.0784
## convicted_incorrect_explanation                                                                      -54.0101
## convicted_document_forgery                                                                           110.3521
## convicted_breach_of_the_duty_of_identification                                                        26.8757
## convicted_violation_in_prison                                                                        -32.0281
## group1_mitigating_confession                                                                          65.1648
## group1_aggravating_other                                                                              45.9985
## group1_aggravating_repeated_offense                                                                   49.0733
## group1_aggravating_driving                                                                             2.3729
## group1_mitigating_processing_time                                                                     24.4702
## group1_aggravating_life_health                                                                        67.6900
## group1_mitigating_other                                                                              149.2465
## group1_aggravating_victim                                                                             82.8010
## group1_aggravating_threats                                                                           117.9595
## group1_aggravating_place                                                                               0.3959
## group1_aggravating_severe                                                                            127.9732
## group1_aggravating_preventative                                                                       -2.2015
## group1_aggravating_violation                                                                         143.2728
## group1_aggravating_cumulative_offense                                                                 57.0511
## group1_aggravating_children                                                                           21.7795
## group1_aggravating_drugs                                                                              35.2682
## group1_mitigating_burden                                                                             -10.4372
## group1_mitigating_cause                                                                               31.2741
## group1_aggravating_object                                                                             34.5646
## group1_mitigating_potential_rehabilitation                                                            38.6890
## group1_mitigating_minor                                                                               -7.1363
## case_district_courtAgder tingrett                                                                     92.2084
## case_district_courtBuskerud tingrett                                                                 153.9508
## case_district_courtFollo og Nordre Østfold tingrett                                                  109.1689
## case_district_courtHaugaland og Sunnhordland tingrett                                                 65.2832
## case_district_courtHelgeland tingrett                                                                 70.0703
## case_district_courtHordaland tingrett                                                                163.6026
## case_district_courtIndre og Østre Finnmark tingrett                                                   89.0869
## case_district_courtMidtre Hålogaland tingrett                                                        116.8840
## case_district_courtMøre og Romsdal tingrett                                                          179.6728
## case_district_courtNord-Troms og Senja tingrett                                                      117.7829
## case_district_courtØstre Innlandet tingrett                                                          107.4181
## case_district_courtRingerike, Asker og Bærum tingrett                                                 78.0967
## case_district_courtRomerike og Glåmdal tingrett                                                       95.9948
## case_district_courtSalten og Lofoten tingrett                                                        142.9042
## case_district_courtSogn og Fjordane tingrett                                                               NA
## case_district_courtSøndre Østfold tingrett                                                           184.1393
## case_district_courtSør-Rogaland tingrett                                                             157.0354
## case_district_courtTelemark tingrett                                                                 127.3249
## case_district_courtTrøndelag tingrett                                                                121.7119
## case_district_courtUnknown                                                                            92.6343
## case_district_courtVestfold tingrett                                                                 113.8538
## case_district_courtVestre Finnmark tingrett                                                          109.1927
## case_district_courtVestre Innlandet tingrett                                                         115.9937
##                                                                                                           DF
## (Intercept)                                                                                            6.819
## defendant_age                                                                                        288.305
## defendant_is_woman                                                                                   214.589
## defendant_some_foreign_background                                                                    293.753
## defendant_log_net_income                                                                             263.040
## case_is_not_oslo                                                                                       2.739
## defendant_is_married                                                                                 183.950
## judge_age                                                                                             80.233
## judge_is_woman                                                                                       295.658
## judge_some_foreign_background                                                                         21.028
## judge_log_net_income                                                                                   5.850
## judge_is_married                                                                                     215.931
## convicted_stay_of_execution_.conditional_imprisonment_.                                              103.457
## convicted_bodily_injury                                                                              151.342
## convicted_drug_offense                                                                               192.080
## convicted_illegal_arming_in_a_public_place                                                           106.402
## convicted_participation                                                                               92.318
## convicted_courtesy                                                                                    57.249
## convicted_general_violation_of_traffic_act_1                                                         204.118
## convicted_drinking_within_six_hours_of_traffic_investigation                                         187.419
## convicted_acquisition_possession_and_use_of_drugs                                                     10.147
## convicted_section_24_of_the_medicines_act_other                                                       10.726
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 277.622
## convicted_road_traffic_act_other_1                                                                     4.448
## convicted_violating_traffic_signage_act                                                                4.706
## convicted_temporary_suspension_of_driving_lisence                                                    257.680
## convicted_assault_and_battery                                                                        217.556
## convicted_reckless_behavior                                                                           81.273
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    106.517
## convicted_damage                                                                                     110.277
## convicted_threats                                                                                    145.812
## convicted_grievous_bodily_harm                                                                        36.597
## convicted_serious_drug_offense                                                                        65.017
## convicted_aggravated_assault                                                                          49.553
## convicted_intention_of_committing_an_offens                                                           36.016
## convicted_theft                                                                                      117.829
## convicted_road_traffic_act_other_5                                                                    91.157
## convicted_violating_basic_traffic_rules                                                              150.584
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                129.282
## convicted_obstruction_of_a_public_official                                                           111.213
## convicted_aggravated_theft                                                                            61.488
## convicted_fraud                                                                                       68.993
## convicted_judgment_in_arrears                                                                         38.999
## convicted_abuse_in_close_relationships                                                                44.288
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             232.392
## convicted_violation_of_police_act                                                                    109.177
## convicted_serious_fraud                                                                               81.372
## convicted_disorderly_conduct                                                                          90.862
## convicted_minor_theft                                                                                 90.916
## convicted_unauthorized_entry_or_stay                                                                  66.885
## convicted_theft_of_motor_vehicles_etc                                                                 52.661
## convicted_road_traffic_act_other_4                                                                    39.643
## convicted_incorrect_explanation                                                                       77.997
## convicted_document_forgery                                                                            37.433
## convicted_breach_of_the_duty_of_identification                                                        63.250
## convicted_violation_in_prison                                                                         35.965
## group1_mitigating_confession                                                                         314.965
## group1_aggravating_other                                                                             262.475
## group1_aggravating_repeated_offense                                                                  303.986
## group1_aggravating_driving                                                                           256.483
## group1_mitigating_processing_time                                                                    242.073
## group1_aggravating_life_health                                                                       220.770
## group1_mitigating_other                                                                               64.853
## group1_aggravating_victim                                                                            155.362
## group1_aggravating_threats                                                                           141.165
## group1_aggravating_place                                                                             154.801
## group1_aggravating_severe                                                                            162.609
## group1_aggravating_preventative                                                                       78.745
## group1_aggravating_violation                                                                         182.418
## group1_aggravating_cumulative_offense                                                                112.116
## group1_aggravating_children                                                                          102.846
## group1_aggravating_drugs                                                                             115.674
## group1_mitigating_burden                                                                              62.884
## group1_mitigating_cause                                                                               93.144
## group1_aggravating_object                                                                             51.556
## group1_mitigating_potential_rehabilitation                                                            33.508
## group1_mitigating_minor                                                                               44.371
## case_district_courtAgder tingrett                                                                      2.966
## case_district_courtBuskerud tingrett                                                                   3.855
## case_district_courtFollo og Nordre Østfold tingrett                                                    3.654
## case_district_courtHaugaland og Sunnhordland tingrett                                                  5.832
## case_district_courtHelgeland tingrett                                                                  4.771
## case_district_courtHordaland tingrett                                                                  3.074
## case_district_courtIndre og Østre Finnmark tingrett                                                    4.937
## case_district_courtMidtre Hålogaland tingrett                                                          4.145
## case_district_courtMøre og Romsdal tingrett                                                            3.046
## case_district_courtNord-Troms og Senja tingrett                                                        3.914
## case_district_courtØstre Innlandet tingrett                                                            4.023
## case_district_courtRingerike, Asker og Bærum tingrett                                                  5.180
## case_district_courtRomerike og Glåmdal tingrett                                                        2.986
## case_district_courtSalten og Lofoten tingrett                                                          4.740
## case_district_courtSogn og Fjordane tingrett                                                              NA
## case_district_courtSøndre Østfold tingrett                                                             2.908
## case_district_courtSør-Rogaland tingrett                                                               3.011
## case_district_courtTelemark tingrett                                                                   3.271
## case_district_courtTrøndelag tingrett                                                                  3.042
## case_district_courtUnknown                                                                             3.360
## case_district_courtVestfold tingrett                                                                   2.961
## case_district_courtVestre Finnmark tingrett                                                            4.707
## case_district_courtVestre Innlandet tingrett                                                           4.703
## 
## Multiple R-squared:  0.3448 ,    Adjusted R-squared:  0.3227 
## F-statistic:    NA on 98 and 561 DF,  p-value: NA

fr_district_logged <- paste0('punishment_prison_days_log ~ ', paste(c(defendant_chars_regression, judge_chars_regression, sections_regression, circs_regression, 'case_district_court'), collapse = ' + '))
fit_restricted_logged_district <- lm_robust(as.formula(fr_district_logged), clusters = judge__id, data = df_short_prison_only)
summary(fit_restricted_logged_district)

## 
## Call:
## lm_robust(formula = as.formula(fr_district_logged), data = df_short_prison_only, 
##     clusters = judge__id)
## 
## Standard error type:  CR2 
## 
## Coefficients: (1 not defined because the design matrix is rank deficient)
##                                                                                                       Estimate
## (Intercept)                                                                                           3.726830
## defendant_age                                                                                         0.003506
## defendant_is_woman                                                                                   -0.093985
## defendant_some_foreign_background                                                                    -0.009537
## defendant_log_net_income                                                                             -0.010945
## case_is_not_oslo                                                                                      0.089175
## defendant_is_married                                                                                 -0.022289
## judge_age                                                                                             0.005721
## judge_is_woman                                                                                        0.004129
## judge_some_foreign_background                                                                        -0.147031
## judge_log_net_income                                                                                 -0.031270
## judge_is_married                                                                                     -0.017156
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -0.141949
## convicted_bodily_injury                                                                               0.979569
## convicted_drug_offense                                                                                0.138976
## convicted_illegal_arming_in_a_public_place                                                            0.206163
## convicted_participation                                                                               0.090995
## convicted_courtesy                                                                                    0.360983
## convicted_general_violation_of_traffic_act_1                                                         -0.558086
## convicted_drinking_within_six_hours_of_traffic_investigation                                          0.021184
## convicted_acquisition_possession_and_use_of_drugs                                                     0.591077
## convicted_section_24_of_the_medicines_act_other                                                      -0.657627
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  0.055075
## convicted_road_traffic_act_other_1                                                                   -0.120135
## convicted_violating_traffic_signage_act                                                               0.110631
## convicted_temporary_suspension_of_driving_lisence                                                     0.320591
## convicted_assault_and_battery                                                                        -0.030966
## convicted_reckless_behavior                                                                           0.123275
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     0.415453
## convicted_damage                                                                                      0.093240
## convicted_threats                                                                                     0.132662
## convicted_grievous_bodily_harm                                                                        1.151335
## convicted_serious_drug_offense                                                                        2.283966
## convicted_aggravated_assault                                                                          0.555034
## convicted_intention_of_committing_an_offens                                                           0.406360
## convicted_theft                                                                                       0.118674
## convicted_road_traffic_act_other_5                                                                    0.326196
## convicted_violating_basic_traffic_rules                                                               0.026171
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                -0.070326
## convicted_obstruction_of_a_public_official                                                            0.084134
## convicted_aggravated_theft                                                                            0.699881
## convicted_fraud                                                                                      -0.070215
## convicted_judgment_in_arrears                                                                        -0.006589
## convicted_abuse_in_close_relationships                                                                1.848982
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -0.323476
## convicted_violation_of_police_act                                                                    -0.281745
## convicted_serious_fraud                                                                               1.001652
## convicted_disorderly_conduct                                                                         -0.111809
## convicted_minor_theft                                                                                -0.009445
## convicted_unauthorized_entry_or_stay                                                                 -0.050178
## convicted_theft_of_motor_vehicles_etc                                                                 0.574061
## convicted_road_traffic_act_other_4                                                                    0.092405
## convicted_incorrect_explanation                                                                      -0.469288
## convicted_document_forgery                                                                            0.458633
## convicted_breach_of_the_duty_of_identification                                                        0.084826
## convicted_violation_in_prison                                                                        -0.679575
## group1_mitigating_confession                                                                          0.114998
## group1_aggravating_other                                                                              0.084882
## group1_aggravating_repeated_offense                                                                   0.291627
## group1_aggravating_driving                                                                            0.013372
## group1_mitigating_processing_time                                                                    -0.044163
## group1_aggravating_life_health                                                                        0.204704
## group1_mitigating_other                                                                               0.068153
## group1_aggravating_victim                                                                             0.238661
## group1_aggravating_threats                                                                            0.106396
## group1_aggravating_place                                                                              0.039877
## group1_aggravating_severe                                                                             0.223354
## group1_aggravating_preventative                                                                      -0.022618
## group1_aggravating_violation                                                                          0.166645
## group1_aggravating_cumulative_offense                                                                 0.118892
## group1_aggravating_children                                                                           0.025551
## group1_aggravating_drugs                                                                              0.021305
## group1_mitigating_burden                                                                             -0.228960
## group1_mitigating_cause                                                                              -0.018647
## group1_aggravating_object                                                                            -0.068488
## group1_mitigating_potential_rehabilitation                                                           -0.161502
## group1_mitigating_minor                                                                              -0.301933
## case_district_courtAgder tingrett                                                                    -0.120011
## case_district_courtBuskerud tingrett                                                                  0.019705
## case_district_courtFollo og Nordre Østfold tingrett                                                  -0.205269
## case_district_courtHaugaland og Sunnhordland tingrett                                                -0.172481
## case_district_courtHelgeland tingrett                                                                -0.244407
## case_district_courtHordaland tingrett                                                                 0.038674
## case_district_courtIndre og Østre Finnmark tingrett                                                  -0.197467
## case_district_courtMidtre Hålogaland tingrett                                                         0.132609
## case_district_courtMøre og Romsdal tingrett                                                           0.066334
## case_district_courtNord-Troms og Senja tingrett                                                      -0.036630
## case_district_courtØstre Innlandet tingrett                                                           0.037441
## case_district_courtRingerike, Asker og Bærum tingrett                                                -0.111829
## case_district_courtRomerike og Glåmdal tingrett                                                      -0.066712
## case_district_courtSalten og Lofoten tingrett                                                        -0.126186
## case_district_courtSogn og Fjordane tingrett                                                                NA
## case_district_courtSøndre Østfold tingrett                                                            0.080684
## case_district_courtSør-Rogaland tingrett                                                             -0.014099
## case_district_courtTelemark tingrett                                                                  0.043454
## case_district_courtTrøndelag tingrett                                                                 0.068336
## case_district_courtUnknown                                                                           -0.047559
## case_district_courtVestfold tingrett                                                                 -0.046094
## case_district_courtVestre Finnmark tingrett                                                          -0.029340
## case_district_courtVestre Innlandet tingrett                                                          0.224708
##                                                                                                      Std. Error
## (Intercept)                                                                                            0.587125
## defendant_age                                                                                          0.001211
## defendant_is_woman                                                                                     0.040501
## defendant_some_foreign_background                                                                      0.037244
## defendant_log_net_income                                                                               0.004548
## case_is_not_oslo                                                                                       0.276040
## defendant_is_married                                                                                   0.061710
## judge_age                                                                                              0.001653
## judge_is_woman                                                                                         0.034191
## judge_some_foreign_background                                                                          0.101556
## judge_log_net_income                                                                                   0.045853
## judge_is_married                                                                                       0.037053
## convicted_stay_of_execution_.conditional_imprisonment_.                                                0.056262
## convicted_bodily_injury                                                                                0.060790
## convicted_drug_offense                                                                                 0.058275
## convicted_illegal_arming_in_a_public_place                                                             0.084520
## convicted_participation                                                                                0.075052
## convicted_courtesy                                                                                     0.116195
## convicted_general_violation_of_traffic_act_1                                                           0.067485
## convicted_drinking_within_six_hours_of_traffic_investigation                                           0.050989
## convicted_acquisition_possession_and_use_of_drugs                                                      0.281524
## convicted_section_24_of_the_medicines_act_other                                                        0.282599
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.   0.036967
## convicted_road_traffic_act_other_1                                                                     0.254105
## convicted_violating_traffic_signage_act                                                                0.258734
## convicted_temporary_suspension_of_driving_lisence                                                      0.041691
## convicted_assault_and_battery                                                                          0.054415
## convicted_reckless_behavior                                                                            0.107127
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                      0.090643
## convicted_damage                                                                                       0.076140
## convicted_threats                                                                                      0.068673
## convicted_grievous_bodily_harm                                                                         0.136521
## convicted_serious_drug_offense                                                                         0.154350
## convicted_aggravated_assault                                                                           0.096353
## convicted_intention_of_committing_an_offens                                                            0.107014
## convicted_theft                                                                                        0.083010
## convicted_road_traffic_act_other_5                                                                     0.110021
## convicted_violating_basic_traffic_rules                                                                0.056528
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                  0.041162
## convicted_obstruction_of_a_public_official                                                             0.074838
## convicted_aggravated_theft                                                                             0.118867
## convicted_fraud                                                                                        0.102530
## convicted_judgment_in_arrears                                                                          0.133509
## convicted_abuse_in_close_relationships                                                                 0.116681
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official               0.057793
## convicted_violation_of_police_act                                                                      0.078204
## convicted_serious_fraud                                                                                0.122824
## convicted_disorderly_conduct                                                                           0.082260
## convicted_minor_theft                                                                                  0.126515
## convicted_unauthorized_entry_or_stay                                                                   0.104560
## convicted_theft_of_motor_vehicles_etc                                                                  0.133216
## convicted_road_traffic_act_other_4                                                                     0.125405
## convicted_incorrect_explanation                                                                        0.124348
## convicted_document_forgery                                                                             0.173073
## convicted_breach_of_the_duty_of_identification                                                         0.095368
## convicted_violation_in_prison                                                                          0.157669
## group1_mitigating_confession                                                                           0.040364
## group1_aggravating_other                                                                               0.047411
## group1_aggravating_repeated_offense                                                                    0.040760
## group1_aggravating_driving                                                                             0.045097
## group1_mitigating_processing_time                                                                      0.044355
## group1_aggravating_life_health                                                                         0.050972
## group1_mitigating_other                                                                                0.104057
## group1_aggravating_victim                                                                              0.087477
## group1_aggravating_threats                                                                             0.097849
## group1_aggravating_place                                                                               0.073480
## group1_aggravating_severe                                                                              0.082171
## group1_aggravating_preventative                                                                        0.067578
## group1_aggravating_violation                                                                           0.082471
## group1_aggravating_cumulative_offense                                                                  0.076200
## group1_aggravating_children                                                                            0.086758
## group1_aggravating_drugs                                                                               0.088663
## group1_mitigating_burden                                                                               0.103944
## group1_mitigating_cause                                                                                0.106606
## group1_aggravating_object                                                                              0.164488
## group1_mitigating_potential_rehabilitation                                                             0.171478
## group1_mitigating_minor                                                                                0.110206
## case_district_courtAgder tingrett                                                                      0.280656
## case_district_courtBuskerud tingrett                                                                   0.289245
## case_district_courtFollo og Nordre Østfold tingrett                                                    0.281667
## case_district_courtHaugaland og Sunnhordland tingrett                                                  0.300985
## case_district_courtHelgeland tingrett                                                                  0.285871
## case_district_courtHordaland tingrett                                                                  0.290323
## case_district_courtIndre og Østre Finnmark tingrett                                                    0.308186
## case_district_courtMidtre Hålogaland tingrett                                                          0.285948
## case_district_courtMøre og Romsdal tingrett                                                            0.286991
## case_district_courtNord-Troms og Senja tingrett                                                        0.290146
## case_district_courtØstre Innlandet tingrett                                                            0.288032
## case_district_courtRingerike, Asker og Bærum tingrett                                                  0.286040
## case_district_courtRomerike og Glåmdal tingrett                                                        0.276943
## case_district_courtSalten og Lofoten tingrett                                                          0.299846
## case_district_courtSogn og Fjordane tingrett                                                                 NA
## case_district_courtSøndre Østfold tingrett                                                             0.288195
## case_district_courtSør-Rogaland tingrett                                                               0.279319
## case_district_courtTelemark tingrett                                                                   0.290694
## case_district_courtTrøndelag tingrett                                                                  0.280994
## case_district_courtUnknown                                                                             0.287650
## case_district_courtVestfold tingrett                                                                   0.282236
## case_district_courtVestre Finnmark tingrett                                                            0.339835
## case_district_courtVestre Innlandet tingrett                                                           0.318140
##                                                                                                       t value
## (Intercept)                                                                                           6.34760
## defendant_age                                                                                         2.89612
## defendant_is_woman                                                                                   -2.32053
## defendant_some_foreign_background                                                                    -0.25608
## defendant_log_net_income                                                                             -2.40667
## case_is_not_oslo                                                                                      0.32305
## defendant_is_married                                                                                 -0.36119
## judge_age                                                                                             3.46078
## judge_is_woman                                                                                        0.12077
## judge_some_foreign_background                                                                        -1.44778
## judge_log_net_income                                                                                 -0.68196
## judge_is_married                                                                                     -0.46301
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -2.52300
## convicted_bodily_injury                                                                              16.11392
## convicted_drug_offense                                                                                2.38482
## convicted_illegal_arming_in_a_public_place                                                            2.43923
## convicted_participation                                                                               1.21242
## convicted_courtesy                                                                                    3.10671
## convicted_general_violation_of_traffic_act_1                                                         -8.26977
## convicted_drinking_within_six_hours_of_traffic_investigation                                          0.41547
## convicted_acquisition_possession_and_use_of_drugs                                                     2.09957
## convicted_section_24_of_the_medicines_act_other                                                      -2.32707
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  1.48984
## convicted_road_traffic_act_other_1                                                                   -0.47277
## convicted_violating_traffic_signage_act                                                               0.42759
## convicted_temporary_suspension_of_driving_lisence                                                     7.68966
## convicted_assault_and_battery                                                                        -0.56907
## convicted_reckless_behavior                                                                           1.15074
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     4.58341
## convicted_damage                                                                                      1.22458
## convicted_threats                                                                                     1.93180
## convicted_grievous_bodily_harm                                                                        8.43337
## convicted_serious_drug_offense                                                                       14.79736
## convicted_aggravated_assault                                                                          5.76039
## convicted_intention_of_committing_an_offens                                                           3.79727
## convicted_theft                                                                                       1.42963
## convicted_road_traffic_act_other_5                                                                    2.96486
## convicted_violating_basic_traffic_rules                                                               0.46298
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                -1.70851
## convicted_obstruction_of_a_public_official                                                            1.12423
## convicted_aggravated_theft                                                                            5.88792
## convicted_fraud                                                                                      -0.68483
## convicted_judgment_in_arrears                                                                        -0.04935
## convicted_abuse_in_close_relationships                                                               15.84644
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -5.59710
## convicted_violation_of_police_act                                                                    -3.60271
## convicted_serious_fraud                                                                               8.15519
## convicted_disorderly_conduct                                                                         -1.35921
## convicted_minor_theft                                                                                -0.07465
## convicted_unauthorized_entry_or_stay                                                                 -0.47990
## convicted_theft_of_motor_vehicles_etc                                                                 4.30926
## convicted_road_traffic_act_other_4                                                                    0.73685
## convicted_incorrect_explanation                                                                      -3.77399
## convicted_document_forgery                                                                            2.64995
## convicted_breach_of_the_duty_of_identification                                                        0.88946
## convicted_violation_in_prison                                                                        -4.31013
## group1_mitigating_confession                                                                          2.84901
## group1_aggravating_other                                                                              1.79034
## group1_aggravating_repeated_offense                                                                   7.15465
## group1_aggravating_driving                                                                            0.29652
## group1_mitigating_processing_time                                                                    -0.99568
## group1_aggravating_life_health                                                                        4.01600
## group1_mitigating_other                                                                               0.65496
## group1_aggravating_victim                                                                             2.72827
## group1_aggravating_threats                                                                            1.08735
## group1_aggravating_place                                                                              0.54269
## group1_aggravating_severe                                                                             2.71816
## group1_aggravating_preventative                                                                      -0.33469
## group1_aggravating_violation                                                                          2.02065
## group1_aggravating_cumulative_offense                                                                 1.56025
## group1_aggravating_children                                                                           0.29451
## group1_aggravating_drugs                                                                              0.24029
## group1_mitigating_burden                                                                             -2.20272
## group1_mitigating_cause                                                                              -0.17492
## group1_aggravating_object                                                                            -0.41637
## group1_mitigating_potential_rehabilitation                                                           -0.94183
## group1_mitigating_minor                                                                              -2.73971
## case_district_courtAgder tingrett                                                                    -0.42761
## case_district_courtBuskerud tingrett                                                                  0.06813
## case_district_courtFollo og Nordre Østfold tingrett                                                  -0.72876
## case_district_courtHaugaland og Sunnhordland tingrett                                                -0.57306
## case_district_courtHelgeland tingrett                                                                -0.85496
## case_district_courtHordaland tingrett                                                                 0.13321
## case_district_courtIndre og Østre Finnmark tingrett                                                  -0.64074
## case_district_courtMidtre Hålogaland tingrett                                                         0.46375
## case_district_courtMøre og Romsdal tingrett                                                           0.23114
## case_district_courtNord-Troms og Senja tingrett                                                      -0.12625
## case_district_courtØstre Innlandet tingrett                                                           0.12999
## case_district_courtRingerike, Asker og Bærum tingrett                                                -0.39096
## case_district_courtRomerike og Glåmdal tingrett                                                      -0.24089
## case_district_courtSalten og Lofoten tingrett                                                        -0.42084
## case_district_courtSogn og Fjordane tingrett                                                               NA
## case_district_courtSøndre Østfold tingrett                                                            0.27996
## case_district_courtSør-Rogaland tingrett                                                             -0.05048
## case_district_courtTelemark tingrett                                                                  0.14948
## case_district_courtTrøndelag tingrett                                                                 0.24319
## case_district_courtUnknown                                                                           -0.16534
## case_district_courtVestfold tingrett                                                                 -0.16332
## case_district_courtVestre Finnmark tingrett                                                          -0.08634
## case_district_courtVestre Innlandet tingrett                                                          0.70632
##                                                                                                       Pr(>|t|)
## (Intercept)                                                                                          4.298e-04
## defendant_age                                                                                        4.067e-03
## defendant_is_woman                                                                                   2.125e-02
## defendant_some_foreign_background                                                                    7.981e-01
## defendant_log_net_income                                                                             1.679e-02
## case_is_not_oslo                                                                                     7.697e-01
## defendant_is_married                                                                                 7.184e-01
## judge_age                                                                                            8.658e-04
## judge_is_woman                                                                                       9.040e-01
## judge_some_foreign_background                                                                        1.624e-01
## judge_log_net_income                                                                                 5.213e-01
## judge_is_married                                                                                     6.438e-01
## convicted_stay_of_execution_.conditional_imprisonment_.                                              1.316e-02
## convicted_bodily_injury                                                                              1.194e-34
## convicted_drug_offense                                                                               1.806e-02
## convicted_illegal_arming_in_a_public_place                                                           1.637e-02
## convicted_participation                                                                              2.284e-01
## convicted_courtesy                                                                                   2.943e-03
## convicted_general_violation_of_traffic_act_1                                                         1.708e-14
## convicted_drinking_within_six_hours_of_traffic_investigation                                         6.783e-01
## convicted_acquisition_possession_and_use_of_drugs                                                    6.173e-02
## convicted_section_24_of_the_medicines_act_other                                                      4.063e-02
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 1.374e-01
## convicted_road_traffic_act_other_1                                                                   6.587e-01
## convicted_violating_traffic_signage_act                                                              6.878e-01
## convicted_temporary_suspension_of_driving_lisence                                                    3.119e-13
## convicted_assault_and_battery                                                                        5.699e-01
## convicted_reckless_behavior                                                                          2.532e-01
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    1.250e-05
## convicted_damage                                                                                     2.233e-01
## convicted_threats                                                                                    5.532e-02
## convicted_grievous_bodily_harm                                                                       4.194e-10
## convicted_serious_drug_offense                                                                       1.716e-22
## convicted_aggravated_assault                                                                         5.285e-07
## convicted_intention_of_committing_an_offens                                                          5.421e-04
## convicted_theft                                                                                      1.555e-01
## convicted_road_traffic_act_other_5                                                                   3.864e-03
## convicted_violating_basic_traffic_rules                                                              6.440e-01
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                8.994e-02
## convicted_obstruction_of_a_public_official                                                           2.633e-01
## convicted_aggravated_theft                                                                           1.762e-07
## convicted_fraud                                                                                      4.957e-01
## convicted_judgment_in_arrears                                                                        9.609e-01
## convicted_abuse_in_close_relationships                                                               7.255e-20
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             6.117e-08
## convicted_violation_of_police_act                                                                    4.757e-04
## convicted_serious_fraud                                                                              3.610e-12
## convicted_disorderly_conduct                                                                         1.774e-01
## convicted_minor_theft                                                                                9.407e-01
## convicted_unauthorized_entry_or_stay                                                                 6.329e-01
## convicted_theft_of_motor_vehicles_etc                                                                7.192e-05
## convicted_road_traffic_act_other_4                                                                   4.656e-01
## convicted_incorrect_explanation                                                                      3.116e-04
## convicted_document_forgery                                                                           1.173e-02
## convicted_breach_of_the_duty_of_identification                                                       3.771e-01
## convicted_violation_in_prison                                                                        1.210e-04
## group1_mitigating_confession                                                                         4.674e-03
## group1_aggravating_other                                                                             7.455e-02
## group1_aggravating_repeated_offense                                                                  6.305e-12
## group1_aggravating_driving                                                                           7.671e-01
## group1_mitigating_processing_time                                                                    3.204e-01
## group1_aggravating_life_health                                                                       8.115e-05
## group1_mitigating_other                                                                              5.148e-01
## group1_aggravating_victim                                                                            7.101e-03
## group1_aggravating_threats                                                                           2.787e-01
## group1_aggravating_place                                                                             5.881e-01
## group1_aggravating_severe                                                                            7.277e-03
## group1_aggravating_preventative                                                                      7.387e-01
## group1_aggravating_violation                                                                         4.478e-02
## group1_aggravating_cumulative_offense                                                                1.215e-01
## group1_aggravating_children                                                                          7.690e-01
## group1_aggravating_drugs                                                                             8.105e-01
## group1_mitigating_burden                                                                             3.129e-02
## group1_mitigating_cause                                                                              8.615e-01
## group1_aggravating_object                                                                            6.789e-01
## group1_mitigating_potential_rehabilitation                                                           3.530e-01
## group1_mitigating_minor                                                                              8.824e-03
## case_district_courtAgder tingrett                                                                    6.981e-01
## case_district_courtBuskerud tingrett                                                                 9.491e-01
## case_district_courtFollo og Nordre Østfold tingrett                                                  5.101e-01
## case_district_courtHaugaland og Sunnhordland tingrett                                                5.880e-01
## case_district_courtHelgeland tingrett                                                                4.334e-01
## case_district_courtHordaland tingrett                                                                9.023e-01
## case_district_courtIndre og Østre Finnmark tingrett                                                  5.502e-01
## case_district_courtMidtre Hålogaland tingrett                                                        6.661e-01
## case_district_courtMøre og Romsdal tingrett                                                          8.319e-01
## case_district_courtNord-Troms og Senja tingrett                                                      9.058e-01
## case_district_courtØstre Innlandet tingrett                                                          9.028e-01
## case_district_courtRingerike, Asker og Bærum tingrett                                                7.114e-01
## case_district_courtRomerike og Glåmdal tingrett                                                      8.252e-01
## case_district_courtSalten og Lofoten tingrett                                                        6.923e-01
## case_district_courtSogn og Fjordane tingrett                                                                NA
## case_district_courtSøndre Østfold tingrett                                                           7.982e-01
## case_district_courtSør-Rogaland tingrett                                                             9.629e-01
## case_district_courtTelemark tingrett                                                                 8.899e-01
## case_district_courtTrøndelag tingrett                                                                8.233e-01
## case_district_courtUnknown                                                                           8.781e-01
## case_district_courtVestfold tingrett                                                                 8.808e-01
## case_district_courtVestre Finnmark tingrett                                                          9.348e-01
## case_district_courtVestre Innlandet tingrett                                                         5.134e-01
##                                                                                                       CI Lower
## (Intercept)                                                                                           2.330980
## defendant_age                                                                                         0.001123
## defendant_is_woman                                                                                   -0.173816
## defendant_some_foreign_background                                                                    -0.082836
## defendant_log_net_income                                                                             -0.019900
## case_is_not_oslo                                                                                     -0.838704
## defendant_is_married                                                                                 -0.144039
## judge_age                                                                                             0.002432
## judge_is_woman                                                                                       -0.063159
## judge_some_foreign_background                                                                        -0.358210
## judge_log_net_income                                                                                 -0.144166
## judge_is_married                                                                                     -0.090189
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -0.253526
## convicted_bodily_injury                                                                               0.859462
## convicted_drug_offense                                                                                0.024034
## convicted_illegal_arming_in_a_public_place                                                            0.038602
## convicted_participation                                                                              -0.058058
## convicted_courtesy                                                                                    0.128329
## convicted_general_violation_of_traffic_act_1                                                         -0.691143
## convicted_drinking_within_six_hours_of_traffic_investigation                                         -0.079401
## convicted_acquisition_possession_and_use_of_drugs                                                    -0.034964
## convicted_section_24_of_the_medicines_act_other                                                      -1.281563
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. -0.017696
## convicted_road_traffic_act_other_1                                                                   -0.798507
## convicted_violating_traffic_signage_act                                                              -0.567146
## convicted_temporary_suspension_of_driving_lisence                                                     0.238493
## convicted_assault_and_battery                                                                        -0.138213
## convicted_reckless_behavior                                                                          -0.089863
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     0.235755
## convicted_damage                                                                                     -0.057648
## convicted_threats                                                                                    -0.003060
## convicted_grievous_bodily_harm                                                                        0.874614
## convicted_serious_drug_offense                                                                        1.975711
## convicted_aggravated_assault                                                                          0.361459
## convicted_intention_of_committing_an_offens                                                           0.189330
## convicted_theft                                                                                      -0.045711
## convicted_road_traffic_act_other_5                                                                    0.107658
## convicted_violating_basic_traffic_rules                                                              -0.085518
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                -0.151764
## convicted_obstruction_of_a_public_official                                                           -0.064158
## convicted_aggravated_theft                                                                            0.462229
## convicted_fraud                                                                                      -0.274758
## convicted_judgment_in_arrears                                                                        -0.276636
## convicted_abuse_in_close_relationships                                                                1.613870
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -0.437342
## convicted_violation_of_police_act                                                                    -0.436739
## convicted_serious_fraud                                                                               0.757288
## convicted_disorderly_conduct                                                                         -0.275213
## convicted_minor_theft                                                                                -0.260755
## convicted_unauthorized_entry_or_stay                                                                 -0.258888
## convicted_theft_of_motor_vehicles_etc                                                                 0.306824
## convicted_road_traffic_act_other_4                                                                   -0.161119
## convicted_incorrect_explanation                                                                      -0.716845
## convicted_document_forgery                                                                            0.108091
## convicted_breach_of_the_duty_of_identification                                                       -0.105736
## convicted_violation_in_prison                                                                        -0.999354
## group1_mitigating_confession                                                                          0.035580
## group1_aggravating_other                                                                             -0.008472
## group1_aggravating_repeated_offense                                                                   0.211419
## group1_aggravating_driving                                                                           -0.075436
## group1_mitigating_processing_time                                                                    -0.131533
## group1_aggravating_life_health                                                                        0.104250
## group1_mitigating_other                                                                              -0.139671
## group1_aggravating_victim                                                                             0.065863
## group1_aggravating_threats                                                                           -0.087042
## group1_aggravating_place                                                                             -0.105276
## group1_aggravating_severe                                                                             0.061094
## group1_aggravating_preventative                                                                      -0.157136
## group1_aggravating_violation                                                                          0.003926
## group1_aggravating_cumulative_offense                                                                -0.032088
## group1_aggravating_children                                                                          -0.146515
## group1_aggravating_drugs                                                                             -0.154310
## group1_mitigating_burden                                                                             -0.436683
## group1_mitigating_cause                                                                              -0.230341
## group1_aggravating_object                                                                            -0.398624
## group1_mitigating_potential_rehabilitation                                                           -0.510175
## group1_mitigating_minor                                                                              -0.523986
## case_district_courtAgder tingrett                                                                    -1.019066
## case_district_courtBuskerud tingrett                                                                 -0.795463
## case_district_courtFollo og Nordre Østfold tingrett                                                  -1.017428
## case_district_courtHaugaland og Sunnhordland tingrett                                                -0.914138
## case_district_courtHelgeland tingrett                                                                -0.989989
## case_district_courtHordaland tingrett                                                                -0.872795
## case_district_courtIndre og Østre Finnmark tingrett                                                  -0.992716
## case_district_courtMidtre Hålogaland tingrett                                                        -0.650468
## case_district_courtMøre og Romsdal tingrett                                                          -0.839224
## case_district_courtNord-Troms og Senja tingrett                                                      -0.849211
## case_district_courtØstre Innlandet tingrett                                                          -0.760448
## case_district_courtRingerike, Asker og Bærum tingrett                                                -0.839508
## case_district_courtRomerike og Glåmdal tingrett                                                      -0.950461
## case_district_courtSalten og Lofoten tingrett                                                        -0.909872
## case_district_courtSogn og Fjordane tingrett                                                                NA
## case_district_courtSøndre Østfold tingrett                                                           -0.853182
## case_district_courtSør-Rogaland tingrett                                                             -0.901145
## case_district_courtTelemark tingrett                                                                 -0.839799
## case_district_courtTrøndelag tingrett                                                                -0.818992
## case_district_courtUnknown                                                                           -0.909940
## case_district_courtVestfold tingrett                                                                 -0.950944
## case_district_courtVestre Finnmark tingrett                                                          -0.919514
## case_district_courtVestre Innlandet tingrett                                                         -0.608885
##                                                                                                       CI Upper
## (Intercept)                                                                                           5.122680
## defendant_age                                                                                         0.005889
## defendant_is_woman                                                                                   -0.014153
## defendant_some_foreign_background                                                                     0.063761
## defendant_log_net_income                                                                             -0.001990
## case_is_not_oslo                                                                                      1.017054
## defendant_is_married                                                                                  0.099461
## judge_age                                                                                             0.009011
## judge_is_woman                                                                                        0.071417
## judge_some_foreign_background                                                                         0.064149
## judge_log_net_income                                                                                  0.081627
## judge_is_married                                                                                      0.055877
## convicted_stay_of_execution_.conditional_imprisonment_.                                              -0.030373
## convicted_bodily_injury                                                                               1.099676
## convicted_drug_offense                                                                                0.253918
## convicted_illegal_arming_in_a_public_place                                                            0.373724
## convicted_participation                                                                               0.240049
## convicted_courtesy                                                                                    0.593637
## convicted_general_violation_of_traffic_act_1                                                         -0.425029
## convicted_drinking_within_six_hours_of_traffic_investigation                                          0.121770
## convicted_acquisition_possession_and_use_of_drugs                                                     1.217118
## convicted_section_24_of_the_medicines_act_other                                                      -0.033691
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime.  0.127846
## convicted_road_traffic_act_other_1                                                                    0.558237
## convicted_violating_traffic_signage_act                                                               0.788409
## convicted_temporary_suspension_of_driving_lisence                                                     0.402690
## convicted_assault_and_battery                                                                         0.076282
## convicted_reckless_behavior                                                                           0.336413
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                     0.595151
## convicted_damage                                                                                      0.244127
## convicted_threats                                                                                     0.268385
## convicted_grievous_bodily_harm                                                                        1.428057
## convicted_serious_drug_offense                                                                        2.592222
## convicted_aggravated_assault                                                                          0.748609
## convicted_intention_of_committing_an_offens                                                           0.623391
## convicted_theft                                                                                       0.283058
## convicted_road_traffic_act_other_5                                                                    0.544734
## convicted_violating_basic_traffic_rules                                                               0.137861
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                 0.011113
## convicted_obstruction_of_a_public_official                                                            0.232427
## convicted_aggravated_theft                                                                            0.937533
## convicted_fraud                                                                                       0.134327
## convicted_judgment_in_arrears                                                                         0.263459
## convicted_abuse_in_close_relationships                                                                2.084095
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             -0.209610
## convicted_violation_of_police_act                                                                    -0.126751
## convicted_serious_fraud                                                                               1.246016
## convicted_disorderly_conduct                                                                          0.051594
## convicted_minor_theft                                                                                 0.241866
## convicted_unauthorized_entry_or_stay                                                                  0.158531
## convicted_theft_of_motor_vehicles_etc                                                                 0.841298
## convicted_road_traffic_act_other_4                                                                    0.345930
## convicted_incorrect_explanation                                                                      -0.221730
## convicted_document_forgery                                                                            0.809175
## convicted_breach_of_the_duty_of_identification                                                        0.275388
## convicted_violation_in_prison                                                                        -0.359796
## group1_mitigating_confession                                                                          0.194415
## group1_aggravating_other                                                                              0.178236
## group1_aggravating_repeated_offense                                                                   0.371836
## group1_aggravating_driving                                                                            0.102181
## group1_mitigating_processing_time                                                                     0.043207
## group1_aggravating_life_health                                                                        0.305158
## group1_mitigating_other                                                                               0.275977
## group1_aggravating_victim                                                                             0.411459
## group1_aggravating_threats                                                                            0.299835
## group1_aggravating_place                                                                              0.185030
## group1_aggravating_severe                                                                             0.385615
## group1_aggravating_preventative                                                                       0.111900
## group1_aggravating_violation                                                                          0.329365
## group1_aggravating_cumulative_offense                                                                 0.269871
## group1_aggravating_children                                                                           0.197617
## group1_aggravating_drugs                                                                              0.196919
## group1_mitigating_burden                                                                             -0.021237
## group1_mitigating_cause                                                                               0.193046
## group1_aggravating_object                                                                             0.261648
## group1_mitigating_potential_rehabilitation                                                            0.187171
## group1_mitigating_minor                                                                              -0.079880
## case_district_courtAgder tingrett                                                                     0.779044
## case_district_courtBuskerud tingrett                                                                  0.834874
## case_district_courtFollo og Nordre Østfold tingrett                                                   0.606891
## case_district_courtHaugaland og Sunnhordland tingrett                                                 0.569175
## case_district_courtHelgeland tingrett                                                                 0.501175
## case_district_courtHordaland tingrett                                                                 0.950143
## case_district_courtIndre og Østre Finnmark tingrett                                                   0.597783
## case_district_courtMidtre Hålogaland tingrett                                                         0.915686
## case_district_courtMøre og Romsdal tingrett                                                           0.971893
## case_district_courtNord-Troms og Senja tingrett                                                       0.775951
## case_district_courtØstre Innlandet tingrett                                                           0.835330
## case_district_courtRingerike, Asker og Bærum tingrett                                                 0.615850
## case_district_courtRomerike og Glåmdal tingrett                                                       0.817038
## case_district_courtSalten og Lofoten tingrett                                                         0.657499
## case_district_courtSogn og Fjordane tingrett                                                                NA
## case_district_courtSøndre Østfold tingrett                                                            1.014549
## case_district_courtSør-Rogaland tingrett                                                              0.872947
## case_district_courtTelemark tingrett                                                                  0.926707
## case_district_courtTrøndelag tingrett                                                                 0.955665
## case_district_courtUnknown                                                                            0.814822
## case_district_courtVestfold tingrett                                                                  0.858756
## case_district_courtVestre Finnmark tingrett                                                           0.860834
## case_district_courtVestre Innlandet tingrett                                                          1.058301
##                                                                                                           DF
## (Intercept)                                                                                            6.819
## defendant_age                                                                                        288.305
## defendant_is_woman                                                                                   214.589
## defendant_some_foreign_background                                                                    293.753
## defendant_log_net_income                                                                             263.040
## case_is_not_oslo                                                                                       2.739
## defendant_is_married                                                                                 183.950
## judge_age                                                                                             80.233
## judge_is_woman                                                                                       295.658
## judge_some_foreign_background                                                                         21.028
## judge_log_net_income                                                                                   5.850
## judge_is_married                                                                                     215.931
## convicted_stay_of_execution_.conditional_imprisonment_.                                              103.457
## convicted_bodily_injury                                                                              151.342
## convicted_drug_offense                                                                               192.080
## convicted_illegal_arming_in_a_public_place                                                           106.402
## convicted_participation                                                                               92.318
## convicted_courtesy                                                                                    57.249
## convicted_general_violation_of_traffic_act_1                                                         204.118
## convicted_drinking_within_six_hours_of_traffic_investigation                                         187.419
## convicted_acquisition_possession_and_use_of_drugs                                                     10.147
## convicted_section_24_of_the_medicines_act_other                                                       10.726
## convicted_sentencing_beyond_the_maximum_sentence_.multiple_offences_repeat_offences_organized_crime. 277.622
## convicted_road_traffic_act_other_1                                                                     4.448
## convicted_violating_traffic_signage_act                                                                4.706
## convicted_temporary_suspension_of_driving_lisence                                                    257.680
## convicted_assault_and_battery                                                                        217.556
## convicted_reckless_behavior                                                                           81.273
## convicted_violation_of_residence_and_contact_prohibition_or_decision_on_restraint                    106.517
## convicted_damage                                                                                     110.277
## convicted_threats                                                                                    145.812
## convicted_grievous_bodily_harm                                                                        36.597
## convicted_serious_drug_offense                                                                        65.017
## convicted_aggravated_assault                                                                          49.553
## convicted_intention_of_committing_an_offens                                                           36.016
## convicted_theft                                                                                      117.829
## convicted_road_traffic_act_other_5                                                                    91.157
## convicted_violating_basic_traffic_rules                                                              150.584
## convicted_loss_of_the_right_to_drive_a_motor_vehicle.                                                129.282
## convicted_obstruction_of_a_public_official                                                           111.213
## convicted_aggravated_theft                                                                            61.488
## convicted_fraud                                                                                       68.993
## convicted_judgment_in_arrears                                                                         38.999
## convicted_abuse_in_close_relationships                                                                44.288
## convicted_violence_threats_vandalism_or_other_unlawful_conduct_against_a_public_official             232.392
## convicted_violation_of_police_act                                                                    109.177
## convicted_serious_fraud                                                                               81.372
## convicted_disorderly_conduct                                                                          90.862
## convicted_minor_theft                                                                                 90.916
## convicted_unauthorized_entry_or_stay                                                                  66.885
## convicted_theft_of_motor_vehicles_etc                                                                 52.661
## convicted_road_traffic_act_other_4                                                                    39.643
## convicted_incorrect_explanation                                                                       77.997
## convicted_document_forgery                                                                            37.433
## convicted_breach_of_the_duty_of_identification                                                        63.250
## convicted_violation_in_prison                                                                         35.965
## group1_mitigating_confession                                                                         314.965
## group1_aggravating_other                                                                             262.475
## group1_aggravating_repeated_offense                                                                  303.986
## group1_aggravating_driving                                                                           256.483
## group1_mitigating_processing_time                                                                    242.073
## group1_aggravating_life_health                                                                       220.770
## group1_mitigating_other                                                                               64.853
## group1_aggravating_victim                                                                            155.362
## group1_aggravating_threats                                                                           141.165
## group1_aggravating_place                                                                             154.801
## group1_aggravating_severe                                                                            162.609
## group1_aggravating_preventative                                                                       78.745
## group1_aggravating_violation                                                                         182.418
## group1_aggravating_cumulative_offense                                                                112.116
## group1_aggravating_children                                                                          102.846
## group1_aggravating_drugs                                                                             115.674
## group1_mitigating_burden                                                                              62.884
## group1_mitigating_cause                                                                               93.144
## group1_aggravating_object                                                                             51.556
## group1_mitigating_potential_rehabilitation                                                            33.508
## group1_mitigating_minor                                                                               44.371
## case_district_courtAgder tingrett                                                                      2.966
## case_district_courtBuskerud tingrett                                                                   3.855
## case_district_courtFollo og Nordre Østfold tingrett                                                    3.654
## case_district_courtHaugaland og Sunnhordland tingrett                                                  5.832
## case_district_courtHelgeland tingrett                                                                  4.771
## case_district_courtHordaland tingrett                                                                  3.074
## case_district_courtIndre og Østre Finnmark tingrett                                                    4.937
## case_district_courtMidtre Hålogaland tingrett                                                          4.145
## case_district_courtMøre og Romsdal tingrett                                                            3.046
## case_district_courtNord-Troms og Senja tingrett                                                        3.914
## case_district_courtØstre Innlandet tingrett                                                            4.023
## case_district_courtRingerike, Asker og Bærum tingrett                                                  5.180
## case_district_courtRomerike og Glåmdal tingrett                                                        2.986
## case_district_courtSalten og Lofoten tingrett                                                          4.740
## case_district_courtSogn og Fjordane tingrett                                                              NA
## case_district_courtSøndre Østfold tingrett                                                             2.908
## case_district_courtSør-Rogaland tingrett                                                               3.011
## case_district_courtTelemark tingrett                                                                   3.271
## case_district_courtTrøndelag tingrett                                                                  3.042
## case_district_courtUnknown                                                                             3.360
## case_district_courtVestfold tingrett                                                                   2.961
## case_district_courtVestre Finnmark tingrett                                                            4.707
## case_district_courtVestre Innlandet tingrett                                                           4.703
## 
## Multiple R-squared:  0.5421 ,    Adjusted R-squared:  0.5267 
## F-statistic:    NA on 98 and 561 DF,  p-value: NA